| 1 |
Advances in AI |
Newsletter with brief description of things happening around AI / ML world, often provides links to working code repositories exemplifying particular technique / phenomenon. |
https://thesequence.substack.com/ |
|
Other |
Advance |
Maciej Soltysiak |
December 3, 2020 |
| 2 |
Research Papers on AI |
Multiple Research Papers on AI by Lex Friedman |
https://scholar.google.com/citations?user=wZH_N7cAAAAJ&hl=en |
|
Research Paper |
Intermediate |
@Pablo Serrano |
December 4, 2020 |
| 3 |
Programming |
Cheatsheets of all programming language |
https://cheatography.com/programming/ |
|
Cheat Sheets |
All Levels |
Vijay Venugopal |
December 4, 2020 |
| 4 |
https://www.coursera.org/learn/machine-learning |
Hi all, this is the coursera ML course by Andrew Ng |
https://www.coursera.org/learn/machine-learning |
|
Tutorial,Video |
All Levels |
SOO KOK LEONG |
December 4, 2020 |
| 5 |
Deep Learning (an MIT Press Book) |
The Deep Learning book is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular. |
https://www.deeplearningbook.org/ |
|
Book |
Beginner |
@Mohamed Abdelaal |
December 4, 2020 |
| 6 |
Deep Learning Wizard |
You will the learn the suite of tools to build an end-to-end deep learning pipeline. |
https://github.com/ritchieng/deep-learning-wizard/ |
|
GitHub |
Beginner |
@Vijay Venugopal |
December 4, 2020 |
| 7 |
AI Expert Roadmap |
Aset of charts demonstrating the paths that you can take and the technologies that you would want to adopt in order to become a data scientist, machine learning or an AI expert. |
https://i.am.ai/roadmap/#introduction |
|
Other |
Beginner |
@Ahmed Sheta |
December 3, 2020 |
| 8 |
Projects that matter Work that matters Data Science for Social Good. |
Solve for Good is a platform for social good organizations to post data projects they need help with, for volunteers to help scope those projects into well-defined problems, and to help solve those problems. |
https://solveforgood.org |
|
Other |
Intermediate |
@Victor Accete |
December 3, 2020 |
| 9 |
DEEP LEARNING |
This course concerns the latest techniques in deep learning and representation learning, focusing on supervised and unsupervised deep learning. |
https://atcold.github.io/pytorch-Deep-Learning/ |
|
MOOC |
Beginner |
@hemu |
December 3, 2020 |
| 10 |
Dive into Deep Learning |
Interactive deep learning book with code, math, and discussions. Implemented with NumPy/MXNet, PyTorch, and TensorFlow |
https://d2l.ai/ |
|
Book |
Beginner |
@Antonio Pérez |
December 3, 2020 |
| 11 |
Mathematics for Computer Science. |
This course covers elementary discrete mathematics for computer science and engineering. |
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2010/index.htm |
|
MOOC |
Beginner |
Antonio Pérez |
December 3, 2020 |
| 12 |
Mathematics for Machine Learning. |
We wrote a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. we aim to provide the necessary mathematical skills to read those other books. |
https://mml-book.github.io/ |
|
Book |
Beginner |
Juan Sebastián Cadena |
December 3, 2020 |
| 13 |
Grokking Deep Learning. |
The book teaches you to build deep learning neural networks from scratch. |
https://www.manning.com/books/grokking-deep-learning |
|
Book |
Beginner |
@Jonathan Benavides Vallejo |
December 4, 2020 |
| 14 |
Pandas Cheat Sheet. |
Data Wrangling with pandas Cheat Sheet. |
https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf |
|
Cheat Sheets |
Beginner |
Andreas Agapitos |
December 4, 2020 |
| 15 |
NumPy and Pandas Tutorial – Data Analysis with Python |
In this post, we will provide an overview of the common functionalities of NumPy and Pandas. Topic covered in the blog are: Overview of NumPy, Overview of Pandas, and Using Matplotlib. |
https://cloudxlab.com/blog/numpy-pandas-introduction/ |
|
Tutorial |
Beginner |
@Khayal Farajov |
December 4, 2020 |
| 16 |
Data Analysis with Python (Numpy, Pandas, Matplotlib, Seaborn). |
In this tutorial you'll learn the whole process of Data Analysis: reading data from multiple sources (CSVs, SQL, Excel, etc), processing them using NumPy and Pandas, visualize them using Matplotlib and Seaborn and clean and process it to create reports. |
https://www.youtube.com/watch?v=r-uOLxNrNk8 |
|
Video |
Beginner |
@John Udeme David |
December 4, 2020 |
| 17 |
Introduction to Python Programming. |
In this course, you'll learn the fundamentals of the Python programming language, along with programming best practices. |
https://www.udacity.com/course/introduction-to-python--ud1110 |
|
MOOC |
Beginner |
@Anton Gerasimov |
December 4, 2020 |
| 18 |
NumPy Basic: Exercises, Practice, Solution. |
NumPy Basic [41 exercises with solution]. |
https://www.w3resource.com/python-exercises/numpy/basic/index.php |
|
Other |
Beginner |
@Victor Accete |
December 4, 2020 |
| 19 |
A Beginners Guide to AI Product Management. |
In 2017 I shipped my first Artificial Intelligence (AI) product. Here are 13 AI Product Management basics I learned during that time. |
https://medium.com/swlh/a-beginners-guide-to-ai-product-management-eda63ab86db5 |
|
Article |
Beginner |
@Dze Richard |
December 4, 2020 |
| 20 |
fast.ai Making neural nets uncool again. |
Free online courses include: Practical Deep Learning for Coders, Deep Learning from the Foundations, Practical Data Ethics, Computational Linear Algebra, and Code-First Introduction to Natural Language Processing |
https://www.fast.ai/ |
|
Other |
Beginner |
Alexandros Voliotis |
December 4, 2020 |
| 21 |
Essential Guide to AI Product Management. |
As a practicing APM and organizer of a successful AI Meetup, I wanted to share useful resources, best practices and tips that I came across and learned from my experience. |
https://medium.com/swlh/essential-guide-to-ai-product-management-9483688d38d0 |
|
Article |
Beginner |
@Khayal Farajov |
December 4, 2020 |
| 22 |
Data Science vs. Artificial Intelligence vs. Machine Learning vs. Deep Learning. |
It’s very common these days to come across these terms - data science, artificial intelligence, machine learning, deep learning, neural networks, and much more. But what do these buzzwords actually mean? And why should you care about one or the other? |
https://towardsdatascience.com/data-science-vs-artificial-intelligence-vs-machine-learning-vs-deep-learning-9fadd8bda583 |
|
Article |
Beginner |
@Gaurav Dubey |
December 4, 2020 |
| 23 |
Machine Learning by Andrew Ng TOP INSTRUCTOR |
In this class, you will learn about the most effective machine learning techniques, and gain practice implementing them and getting them to work for yourself. |
https://www.coursera.org/learn/machine-learning |
|
MOOC |
Beginner |
@SOO KOK LEONG |
December 4, 2020 |
| 24 |
DEEPLIZARD is Building Collective Intelligence by offering deep learning courses. |
Deeplizard's deep learning road map include: Machine Learning & Deep Learning Fundamentals, Keras - Python Deep Learning Neural Network API, Neural Network Programming - Deep Learning with PyTorch |
https://deeplizard.com/ |
|
MOOC |
Beginner |
@Rishab Mudliar |
December 4, 2020 |
| 25 |
Learn leading-edge technologies Blockchain, Data Science, AI and more. |
Congnitive Class Courses are all FREE & all that you need to invest is your time! They also have virtual lab environment that enables users to practice what you learn. |
https://cognitiveclass.ai/learn |
|
MOOC |
Beginner |
@Vijay Venugopal |
December 4, 2020 |
| 26 |
Scaling down Deep Learning |
Constructing the MNIST-1D dataset. As with the original MNIST dataset, the task is to learn to classify the digits 0-9. |
https://greydanus.github.io/2020/12/01/scaling-down/ |
|
Research Paper |
Intermediate |
@Burak Teke |
December 4, 2020 |
| 27 |
How To Learn Machine Learning For Free. |
A recommendation about best free resources for learning machine learning from MIT open course, coursera and others. |
https://www.youtube.com/watch?v=QNKYKzTGerA&feature=youtu.be |
|
Video |
Beginner |
@Smitha Kolan - Machine Learning Engineer |
December 4, 2020 |
| 28 |
But what is a Neural Network? | Deep learning, chapter 1. |
A detailed video about artificial neural networks with mentioning neurons and other components. |
https://www.youtube.com/watch?v=aircAruvnKk |
|
Video |
Beginner |
@Felix Jähn |
December 4, 2020 |
| 29 |
State-of-the-art research papers about deep learning. |
The latest papers in machine learning and its, algorithms. |
https://paperswithcode.com/ |
|
Other |
Intermediate |
@Arthur |
December 4, 2020 |
| 30 |
Machine Learning & Deep Learning Fundamentals |
Course on Deep Learning Concepts |
https://deeplizard.com/learn/playlist/PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU |
|
Video,Tutorial |
Beginner |
Rishab Mudliar |
December 4, 2020 |
| 31 |
With DeepMind AI could be one of humanity’s most useful inventions. |
We’re a team of scientists, engineers, machine learning experts and more, working together to advance the state of the art in artificial intelligence. |
https://www.youtube.com/c/DeepMind/about |
|
Video |
Beginner |
@Romena Aleksejevaite |
December 4, 2020 |
| 32 |
A Short Practical Introduction to Machine Learning: Predicting Survival on the Titanic! |
In this article, I will show you how I my first submission to Kaggle. You can also code-along with me if you’d like. |
https://medium.com/analytics-vidhya/a-short-practical-introduction-to-machine-learning-predicting-survival-on-the-titanic-4acd2809b523 |
|
Article |
Beginner |
@Thompson Go |
December 4, 2020 |
| 33 |
Elements of AI free online course! |
The Elements of AI is a series of free online courses created by Reaktor and the University of Helsinki. We want to encourage as broad a group of people as possible to learn what AI is, what can (and can’t) be done with AI |
https://course.elementsofai.com/ |
|
MOOC |
Beginner |
@Johannes Heyn |
December 4, 2020 |
| 34 |
Artificial Intelligence |
The resource I'm sharing is a great podcast made by Lex Fridman. He shares a lot of knowledge about AI Research and Industry. |
https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 |
|
Other,Video |
All Levels |
Ives Furtado |
December 4, 2020 |
| 35 |
The Batch Weekly Newsletter |
The Batch presents the most important AI events and perspective in a curated, easy-to-read report for engineers and business leaders. |
https://www.deeplearning.ai/thebatch/ |
|
Other |
All Levels |
Ives Furtado |
December 4, 2020 |
| 36 |
Machine Learning Engineering book written by Andriy Burkov. |
If you intend to use machine learning to solve business problems at scale, I'm delighted you got your hands on this book. |
http://www.mlebook.com/wiki/doku.php |
|
Book |
Beginner |
@Victor Accete |
December 5, 2020 |
| 37 |
The Hundred-Page Machine Learning Book by Andriy Burkov. |
This book provides a great practical guide to get started and execute on ML within a few days without necessarily knowing much about ML. |
http://themlbook.com/wiki/doku.php |
|
Book |
Beginner |
@Victor Accete |
December 5, 2020 |
| 38 |
Learn Python, Data Viz, Pandas & More Tutorials by Kaggle |
We pare down complex topics to their key practical components, so you gain usable skills in a few hours (instead of weeks or months). |
https://www.kaggle.com/learn/overview |
|
MOOC |
Beginner |
@Jinam Shah |
December 5, 2020 |
| 39 |
A visual introduction to machine learning |
Using a data set about homes, we will create a machine learning model to distinguish homes in New York from homes in San Francisco. |
http://www.r2d3.us/visual-intro-to-machine-learning-part-1/ |
|
Other |
Beginner |
@Mohamed Abdelaal |
December 5, 2020 |
| 40 |
Face it. Your Project Requirements are Poorly Written! podcast |
A podcast about project requirements which is quite useful in preparing a good business case/ project requirements. |
https://www.project-management-podcast.com/podcast-episodes/episode-details/757-episode-392-face-it-your-project-requirements-are-poorly-written |
|
Other |
Beginner |
@aditya sankalp |
December 4, 2020 |
| 41 |
"Machine Learning" youtube playlist by StatQuest with Josh Starmer |
Machine Learning covers a lot of topics and this can be intimidating. However, there is no reason to fear, this play list will help you trough it all, one step at a time. |
https://www.youtube.com/playlist?list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF |
|
Video |
Beginner |
@Merve Din |
December 4, 2020 |
| 42 |
"CS50's Introduction to Artificial Intelligence with Python 2020" by CS50 |
This course explores the concepts and algorithms at the foundation of modern artificial intelligence. |
https://www.youtube.com/playlist?list=PLhQjrBD2T382Nz7z1AEXmioc27axa19Kv |
|
Video |
Beginner |
@John Udeme David |
December 5, 2020 |
| 43 |
ML Cheatsheet |
A brief summary about ML |
https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-machine-learning-tips-and-tricks |
|
Cheat Sheets,Notes |
Beginner |
Ángel Gustavo Elizarraras Llanos |
December 5, 2020 |
| 44 |
MIT 6.S191 (2018): Deep Learning playlist by Alexander Amini |
MIT 6.S191 (2018): 11 lectures: start by introduction and end by Computer Vision Meets Social Networks |
https://www.youtube.com/watch?v=njKP3FqW3Sk&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI |
|
Video |
Beginner |
@Neo |
December 5, 2020 |
| 45 |
Full Stack Deep Learning |
Full Stack Deep Learning helps you bridge the gap from training machine learning models to deploying AI systems in the real world. |
https://course.fullstackdeeplearning.com/ |
|
MOOC,Tutorial |
Beginner |
@Muhammad Maiz Ghauri |
December 5, 2020 |
| 46 |
Deep learning (Convolution neural network) with google street view |
Using deep learning and Google Street View to estimate the demographic makeup of neighborhoods across the United States |
https://www.pnas.org/content/114/50/13108 |
|
Research Paper |
Intermediate |
@Supriya Medapati |
December 5, 2020 |
| 47 |
Deep learning, machine learning, python, algorithms and pytorch |
Four free live online courses. Build real-world projects. Earn certifications. Interact with a global community. |
https://jovian.ai/learn |
|
MOOC |
Beginner |
@Zelalem Getahun |
December 5, 2020 |
| 48 |
Python |
This course is an introduction to both fundamental python programming concepts and the Python programming language. |
https://www.udemy.com/course/python-crash-course-for-beginners-l/?Join-%40UdemyFree4You=&ranMID=39197&ranEAID=NuZiHLoAApo&ranSiteID=NuZiHLoAApo-6vO5oGo3fNY5xvEsjjadqg&LSNPUBID=NuZiHLoAApo&utm_source=aff-campaign&utm_medium=udemyads&couponCode=3A1D9CA8DCABFC51FDC3 |
|
MOOC |
Beginner |
@Harini Pavithra |
December 5, 2020 |
| 49 |
Artificial Intelligence for Business Leaders |
It’s aimed primarily at business leaders new to AI, and its focus is on understanding what AI is and means in a business context. |
https://towardsdatascience.com/https-medium-com-aiprescience-an-introduction-to-artificial-intelligence-for-business-leaders-93b6fe3d2163 |
|
Article |
Beginner |
@Collins |
December 5, 2020 |
| 50 |
Deep learning, and transfer learning |
What is transfer learning? Exploring the popular deep learning approach. |
https://builtin.com/data-science/transfer-learning?utm_source=ONTRAPORT-email-broadcast&utm_medium=ONTRAPORT-email-broadcast&utm_term=&utm_content=Data%20Science%20Insider%3A%20December%204th,%202020&utm_campaign=05122020 |
|
Article |
Beginner |
@Zelalem Getahun |
December 5, 2020 |
| 51 |
Deep learning, and machine learning topics |
A Beginner’s Guide to Important Topics in AI, Machine Learning, and Deep Learning. |
https://wiki.pathmind.com/ |
|
Tips,Tutorial,Article |
Beginner |
@Oladipupo Popoola |
December 5, 2020 |
| 52 |
GPT-3, and natural language processing. |
Creative writing by OpenAI’s GPT-3 model, demonstrating poetry, dialogue, puns, literary parodies, and storytelling. |
https://www.gwern.net/GPT-3 |
|
Tutorial,Other |
Beginner |
@Dmitry B |
December 5, 2020 |
| 53 |
Artificial Intelligence, free content, Stanford |
Deep learning, natural language processing, convolution neural neywork |
https://online.stanford.edu/artificial-intelligence/free-content |
|
MOOC |
Beginner |
@devi priya |
December 5, 2020 |
| 54 |
Data science |
Acquire Data Science skills through application-oriented courses. |
https://dphi.tech/learn/ |
|
MOOC |
Beginner |
@Nishin Vasu |
December 6, 2020 |
| 55 |
Deep learning, and machine learning |
This
book
covers
the
building
blocks
of
the
most
common
methods
in
machine
learning.
|
|
book.pdf (https://dl.airtable.com/.attachments/144467888057ad19455a43b9a80dad19/7e458c4d/book.pdf) |
Book |
Beginner |
@Angelo Tessaro |
December 6, 2020 |
| 56 |
SCUM |
Learn how to scrum with the best of them. |
https://www.atlassian.com/agile/scrum |
|
Article |
Beginner |
@hackyayandy |
December 6, 2020 |
| 57 |
Artificial intelligence. |
Artificial Intelligence Full Course | Artificial Intelligence Tutorial for Beginners | Edureka |
https://www.youtube.com/watch?v=JMUxmLyrhSk |
|
Video |
Beginner |
@Avinash |
December 6, 2020 |
| 58 |
Artificial intelligence, tutorials. |
Artificial Intelligence Tutorial | Artificial Intelligence Tutorial for Beginners | AI Full Course. |
https://www.youtube.com/watch?v=opgTF9Yf3Dk |
|
Video |
Beginner |
@Avinash |
December 6, 2020 |
| 59 |
Neural networks |
This book will teach you many of the core concepts behind neural networks and deep learning. |
http://neuralnetworksanddeeplearning.com/ |
|
Book |
Beginner |
@Mohamed Abdelaal |
December 6, 2020 |
| 60 |
Numpy Tutorial |
Python Numpy Tutorial (with Jupyter and Colab) |
https://cs231n.github.io/python-numpy-tutorial/ |
|
Tutorial |
Beginner |
Burak Teke |
December 7, 2020 |
| 61 |
NumPy for Matlab users |
NumPy for Matlab users |
https://numpy.org/doc/stable/user/numpy-for-matlab-users.html |
|
Tutorial |
Beginner |
Burak Teke |
December 7, 2020 |
| 62 |
The Fundamental Concepts of PyTorch |
This repository introduces the fundamental concepts of PyTorch through self-contained examples. |
https://github.com/jcjohnson/pytorch-examples |
|
GitHub,Tutorial |
Beginner |
Burak Teke |
December 7, 2020 |
| 63 |
MNIST-1D Dataset |
Scaling down Deep Learning |
https://greydanus.github.io/2020/12/01/scaling-down/ |
|
Research Paper,Tutorial,GitHub |
Intermediate |
Burak Teke |
December 7, 2020 |
| 64 |
Convolution Neural Networks |
Stanford CS231n: Convolutional Neural Networks for Visual Recognition |
https://cs231n.github.io/convolutional-networks/ |
|
Tutorial |
Beginner |
Burak Teke |
December 7, 2020 |
| 65 |
AI Podcast |
Most Research in Deep Learning is a Total Waste of Time - Jeremy Howard | AI Podcast Clips |
https://youtu.be/J6XcP4JOHmk |
|
Video |
All Levels |
Burak Teke |
December 7, 2020 |
| 66 |
Machine Learning, Deep Learning, Python, R, free course |
A course covers Regression, Decision Trees, SVM, Neural Networks, CNN, Time Series Forecasting and more using both Python & R |
https://www.udemy.com/course/data_science_a_to_z/?couponCode=DECOUP20 |
|
MOOC |
Beginner |
@Mirza Nihal Baig |
December 7, 2020 |
| 67 |
Artificial Neural Networks (ANN), Keras, Python, R |
Understand Deep Learning and build Neural Networks using TensorFlow 2.0 and Keras in Python and R |
https://www.udemy.com/course/deep-learning-with-keras-and-tensorflow-in-python-and-r/?couponCode=DECOUP20 |
|
MOOC |
Beginner |
@Harini Pavithra |
December 7, 2020 |
| 68 |
Neural Networks |
Neural networks class - Université de Sherbrooke |
https://www.youtube.com/watch?v=SGZ6BttHMPw&list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH |
|
MOOC,Video |
Beginner |
Burak Teke |
December 7, 2020 |
| 69 |
Machine learning, pytorch, python, data analysis |
A collection of courses include: quantum computing, pandas, matplotlib, python, game development, etc..... |
https://pythonprogramming.net/ |
|
MOOC |
Beginner |
@Marina |
December 6, 2020 |
| 70 |
Awesome Artificial Intelligence (AI) |
A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers. |
https://github.com/owainlewis/awesome-artificial-intelligence#readme |
|
GitHub |
Beginner |
@Luis Herrera |
December 6, 2020 |
| 71 |
The machine learning glossary |
The main concepts and buzzwords, Machine learning applications, The training data, The core algorithms: machine learning methods |
https://meharima.github.io/grossary-ai/ |
|
GitHub |
Beginner |
@Saheli Basu |
December 6, 2020 |
| 72 |
Machine Learning, Roadmap 2020 |
Getting into machine learning is quite the adventure. And as any adventurer knows, sometimes it can be helpful to have a compass to figure out if you're heading in the right direction. |
https://www.youtube.com/watch?v=pHiMN_gy9mk&%3Bab_channel=DanielBourke |
|
Video |
Beginner |
@Khayal Farajov |
December 6, 2020 |
| 73 |
Machine learning, crash course, google |
A self-study guide for aspiring machine learning practitioners. |
https://developers.google.com/machine-learning/crash-course |
|
MOOC |
Beginner |
@Samet Aydın |
December 7, 2020 |
| 74 |
Reinforcement Learning 101 |
Learn the essentials of Reinforcement Learning! |
https://towardsdatascience.com/reinforcement-learning-101-e24b50e1d292 |
|
Article |
Beginner |
@Lakshmana Raja |
December 4, 2020 |
| 75 |
Artificial neural networks |
Everything you need to know about Neural Networks |
https://hackernoon.com/everything-you-need-to-know-about-neural-networks-8988c3ee4491 |
|
Article,Tutorial |
Beginner |
@Rishab Mudliar |
December 4, 2020 |
| 76 |
Data Analysis with Python: Zero to Pandas |
Participate in live online courses. Build real-world projects. Earn certifications. Interact with a global community. |
https://jovian.ai/learn |
|
MOOC,Tutorial,Tips,Tool |
Beginner |
jovain |
December 7, 2020 |
| 77 |
Machine learning |
Topic covered in this channel are on Machine Learning, Artificial Intelligence, Data Engineering |
https://www.youtube.com/c/AIEngineeringLife/about |
|
Video |
Beginner |
@Wojciech Czuba |
December 7, 2020 |
| 78 |
Machine Learrning |
Machine Learning for Everyone. In simple words. With real-world examples. Yes, again. |
https://vas3k.com/blog/machine_learning/ |
|
Article |
Beginner |
@Wojciech Czuba |
December 7, 2020 |
| 79 |
Product Managers, AI, Machine Learning |
Why Software Product Managers Need to Understand AI and Machine Learning |
https://www.productplan.com/ai-product-management/ |
|
Article |
Beginner |
@Bora Güngör |
December 7, 2020 |
| 80 |
Reinforcement Learning |
This series is all about reinforcement learning (RL)! Here, we’ll gain an understanding of the intuition, the math, and the coding involved with RL. |
https://www.youtube.com/playlist?list=PLZbbT5o_s2xoWNVdDudn51XM8lOuZ_Njv |
|
Video,Tutorial |
Beginner |
@Mohammedalbaqer Alghizi |
December 8, 2020 |
| 81 |
Accuracy, Precision, Recall, and F1 Score |
Explain the most important metrics in simple terms & using simple examples. |
https://medium.com/swlh/explaining-accuracy-precision-recall-and-f1-score-f29d370caaa8 |
|
Article |
Beginner |
@Sadia Riaz |
December 8, 2020 |
| 82 |
Secure and Private AI by Udacity |
Learn how to extend PyTorch with the tools necessary to train AI models that preserve user privacy. |
https://www.udacity.com/course/secure-and-private-ai--ud185 |
|
MOOC |
Beginner |
@Menzi 'The Son of Hope' Hlope |
December 8, 2020 |
| 83 |
Statistics, Classification, Prediction |
It is important to distinguish prediction and classification. |
https://www.fharrell.com/post/classification/ |
|
Article |
Beginner |
@Sylwia Kubicka-Sosfa |
December 8, 2020 |
| 84 |
Statistics, Classification Accuracy |
I discuss a particular problem related to classification, namely the harm done by using improper accuracy scoring rules. |
https://www.fharrell.com/post/class-damage/ |
|
Article |
Beginner |
@Sylwia Kubicka-Sosfa |
December 8, 2020 |
| 85 |
Machine learning |
YouTube playlist explain K-nearest- neighbor and python. |
https://www.youtube.com/playlist?list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E |
|
Video |
Beginner |
@Mohammedalbaqer Alghizi |
December 8, 2020 |
| 86 |
Data sscience |
Explaining Data Science to a Non-Data Scientist |
https://www.datasciencecentral.com/profiles/blogs/explaining-data-science-to-a-non-data-scientist |
|
Article |
Beginner |
@Sadia Riaz |
December 8, 2020 |
| 87 |
Machine learning |
Machine learning roadmap 2020 |
https://whimsical.com/machine-learning-roadmap-2020-CA7f3ykvXpnJ9Az32vYXva |
|
Other |
Beginner |
@Lívia Fragoso Pimentel |
December 8, 2020 |
| 88 |
Machine Learning |
A curated list of awesome machine learning frameworks, libraries and software (by language). |
https://github.com/josephmisiti/awesome-machine-learning |
|
GitHub |
Beginner |
@João Galego |
December 8, 2020 |
| 89 |
Machine learning operations (MLops) |
An awesome list of references for MLOps - Machine Learning Operations |
https://github.com/visenger/awesome-mlops |
|
GitHub |
Beginner |
@João Galego |
December 8, 2020 |
| 90 |
Machine learning, Deep learning |
Free online courses for non-engineering and engineering students. |
https://docs.google.com/spreadsheets/d/1HNDokFHPKm0XL0EL6iqsM1EjqMT3RegZArLPH5oFDX0/edit#gid=0 |
|
Other |
Beginner |
@Amardeep Singh |
December 8, 2020 |
| 91 |
Machine learning |
Make inferences and recommendations using data, train a computer, and consider ethical implications of machine learning. |
https://applieddigitalskills.withgoogle.com/c/middle-and-high-school/en/introduction-to-machine-learning/overview.html |
|
MOOC |
Beginner |
@John Udeme David |
December 8, 2020 |
| 92 |
Machine learning |
Machine Learning with Python: Zero to GBMs |
https://jovian.ai/learn/machine-learning-with-python-zero-to-gbms |
|
MOOC |
Beginner |
@John Udeme David |
December 8, 2020 |
| 93 |
Machine learning |
Stephen tells us about conversations he has had with people who have been working in the world of machine learning for some time. |
https://jlvbcoop.com/en/load-csv-files-machine-learning-2/ |
|
Article,Tutorial |
Beginner |
@jlvb Villaverde |
December 8, 2020 |
| 94 |
Data science |
Data Science Tutorial Library - 370+ Free Tutorials. |
https://data-flair.training/blogs/data-science-tutorials-home/?fbclid=IwAR3YgskTqHNpKnr3p1MOL9iofl4fROXqV12RRvpT1XHn-KsPBwdtO8V3ZR0 |
|
Tutorial |
Beginner |
@Mohammedalbaqer Alghizi |
December 8, 2020 |
| 95 |
Deploy for targeted Use Cases (Gartner) |
This is related to gartner source present in our Slides Section |
https://www.kgisl.com/gss/wp-content/uploads/2020/09/KGISL-Gartner_Move-beyond-RPA-to-deliver-Hyperautomation.pdf |
|
Article,Notes,Research Paper |
Intermediate |
@Aswin |
December 8, 2020 |
| 96 |
Machine learning, data science, Mathematics |
YouTube playlist with a series on data science and machine learning. |
https://www.youtube.com/watch?v=sEte4hXEgJ8&list=PLGLfVvz_LVvQy4mkmEvtFwZGg1S38MUmn |
|
Video |
Beginner |
@Salim Ibrahim |
December 8, 2020 |
| 97 |
Deploy for Targeted Use Cases (gartner) |
Discusses about 5G Tech in the Industry |
https://www.gartner.com/en/newsroom/press-releases/2018-12-18-gartner-survey-reveals-two-thirds-of-organizations-in |
|
Article |
Beginner |
@Aswin |
December 8, 2020 |
| 98 |
Business Problem before Data (PWC) |
This is the PWC Article on Addressing Business Problem before Data |
https://www.pwc.com/us/en/services/consulting/library/artificial-intelligence-predictions/big-data-roi.html |
|
Article |
Beginner |
@Aswin |
December 8, 2020 |
| 99 |
Business Problem Before Data (PWC) |
This is another article that explains about addressing the business problem before Data |
https://www.fieldservicenews.com/blog/before-data-analytics-think-problem-to-solve |
|
Article |
Beginner |
@Aswin |
December 8, 2020 |
| 100 |
Success depends on Data (IBM THINK) |
This is the article leading to our lesson 2 slides in the source section. |
https://www.ibm.com/blogs/policy/bias-in-ai/ |
|
Article |
Beginner |
@Aswin |
December 8, 2020 |
| 101 |
Success depends on Data (PWC) |
This is a great article that explains about Business Process Management, Data Management and maintenance. Success depends on data |
https://mindmajix.com/bpm-tools |
|
Article |
Beginner |
@Aswin |
December 8, 2020 |
| 102 |
Amazon web services (AWS). |
Complete AWS Tutorial for beginners who want to learn AWS from scratch with examples and Hands-on. |
https://www.youtube.com/watch?v=k1RI5locZE4&feature=youtu.be |
|
Video |
Beginner |
@aimty |
December 8, 2020 |
| 103 |
Python |
This Python 3 tutorial course aims to teach everyone the basics of programming computers using Python. |
https://www.youtube.com/watch?v=8DvywoWv6fI&feature=youtu.be |
|
Video |
Beginner |
@aimty |
December 8, 2020 |
| 104 |
Data Science |
Learn Data Science is this full tutorial course for absolute beginners. |
https://www.youtube.com/watch?v=ua-CiDNNj30&feature=youtu.be |
|
Video |
Beginner |
@aimty |
December 8, 2020 |
| 105 |
AI |
An open-data and free platform built by the research community to facilitate the collaborative development of AI |
https://www.stateoftheart.ai/ |
|
Other,Research Paper |
Intermediate |
Enrique Calderón |
December 8, 2020 |
| 106 |
Neural Networks And Deeplearning |
This is a web book written by Michael Nielsen. It gives an in depth explanation of how neural networks work. It even goes into great depths on some of the mathematical aspects of deeplearning like gradient descent, normalization, regularization... etc. The book also shows you how to implement neural networks from scratch using python and train them on the MNIST dataset |
http://neuralnetworksanddeeplearning.com/ |
|
Book,Tutorial,Article |
All Levels |
Ernest Wambua |
December 9, 2020 |
| 107 |
(Udacity) Lesson 2.3 Using AI and ML in Business |
This is notes from Udacity |
https://hackmd.io/aXfA7aPlRRuPAH2p2M4EMw |
|
Notes,GitHub |
Beginner |
@Aswin |
December 9, 2020 |
| 108 |
Machine Learning Mastery |
Jason Brownlee is a really helpful guy always ready to help out with any questions on ML. He has a series of books and free resources on the web. Focus on teaching developers to move into Data Science and ML: Machine Learning Mastery. He also has an email course; he sends a little ML project via email every week. Very cool. |
https://machinelearningmastery.com/ |
|
Tutorial |
All Levels |
Lourens Walters |
December 9, 2020 |
| 109 |
Graphic design platform |
Canva is a graphic design platform (infographics, documents and other visual content). The app already includes templates for users to use. |
https://www.canva.com/ |
|
Tool |
Beginner |
Julia Malczyk |
December 9, 2020 |
| 110 |
Python, Java, Kotlin |
This is a learning platform with many hands-on projects with step-by-step implementations, various examples and exercises. I found this to be very valuable to me and i hope that other students will find it the same way :) Happy coding everyone!!! + Accessing it by the link below will give students a 3 months free trial : ) |
https://hyperskill.org/join/a76d50578 |
|
Tutorial,Tool,Tips,Quiz,Other,Notes,Cheat Sheets |
All Levels |
Andrei Claudiu Maftei |
December 9, 2020 |
| 111 |
Machine learning, deep learning, mathematics |
3Blue1Brown is one of the best YouTube channels which explain machine learning, deep learning, mathematics, etc... |
https://www.youtube.com/c/3blue1brown/featured |
|
Video |
Beginner |
@Stefan Palm |
December 8, 2020 |
| 112 |
Data analysis |
Intro to Data Analysis is free course by Udacity. |
https://www.udacity.com/course/intro-to-data-analysis--ud170 |
|
MOOC |
Beginner |
@Jaime Andres Tamayo Cardenas |
December 8, 2020 |
| 113 |
Statistics |
OpenIntro Statistics is a complete foundation for Statistics, also serving as a foundation for Data Science. |
https://leanpub.com/openintro-statistics |
|
Book |
Beginner |
@Anne Losch |
December 8, 2020 |
| 114 |
Machine learning, AI |
Machine learning & AI Hands on 3 Projects. Get well verse with Machine learning and AI by working on hands-on projects. |
https://www.udemy.com/course/machine-learning-and-ai-with-hands-on-projects/?Join-%40UdemyFree4You=&ranMID=39197&ranEAID=NuZiHLoAApo&ranSiteID=NuZiHLoAApo-YlXFBVHp_svH.rXnbG2Zbw&LSNPUBID=NuZiHLoAApo&utm_source=aff-campaign&utm_medium=udemyads&couponCode=FREEDEC |
|
MOOC |
Beginner |
@Harini Pavithra |
December 8, 2020 |
| 115 |
Machine learning, deep learning, artificial neural networks |
A. W. Moore courses on statistical data mining, probability, the foundations of statistical data analysis, machine learning and data mining algorithms. |
http://www.cs.cmu.edu/~awm/tutorials.html |
|
MOOC,Other |
Beginner |
@Sandra García Gata |
December 9, 2020 |
| 116 |
Python |
Python full Course Python Quizzes, Python Projects in Games, Data Analysis & Python Scripting for all Python 3 Developers |
https://www.udemy.com/course/the-complete-python-for-beginner-master-python-from-scratch/?couponCode=E9C9F1E8E1839646A0A5 |
|
MOOC |
Beginner |
@Harini Pavithra |
December 9, 2020 |
| 117 |
Product manager |
Digital Product Management: Modern Fundamentals |
https://www.coursera.org/learn/uva-darden-digital-product-management |
|
MOOC |
Beginner |
@Hima |
December 9, 2020 |
| 118 |
Product Design |
Learn product validation, UI/UX practices, Google’s Design Sprint and the process for setting and tracking actionable metrics. |
https://www.udacity.com/course/product-design--ud509 |
|
MOOC |
Beginner |
@Abayomi Koyejo |
December 9, 2020 |
| 119 |
Python |
Automate the Boring Stuff with Python |
https://automatetheboringstuff.com/ |
|
Book |
Beginner |
@Peter |
December 9, 2020 |
| 120 |
Harvard CSS50 artificial intelligence course |
Learn to use machine learning in Python in this introductory course on artificial intelligence. |
https://www.edx.org/course/cs50s-introduction-to-artificial-intelligence-with-python |
|
MOOC |
Beginner |
@Nishin Vasu |
December 9, 2020 |
| 121 |
AI Books |
18 pdf books around AI and Machine Learning mainly |
https://mega.nz/folder/AR92RBhJ#EgEnkLhki-KxT30c_DLEXQ |
|
Book,Cheat Sheets |
Beginner |
mary Blue |
December 9, 2020 |
| 122 |
Introduction into AI and ML |
Notes on the Introduction to AI and ML Course |
https://github.com/Vitaly88/ai_in_business |
|
GitHub |
Beginner |
@Vitaly Chemezov |
December 9, 2020 |
| 123 |
Statistics; Math |
A small compendium of books centered in maths and statistics. |
https://1drv.ms/u/s!AvjYoAzB8qKCgfc91zwIpFC7da6BvA?e=CdodLp |
|
Book |
All Levels |
FerHdzSchz |
December 9, 2020 |
| 124 |
Text Classification using Python and different libraries and AI Business Solutions articles |
Text Classification using Python tutorials plus AI Business Solutions articles by Kavita Ganesan, Ph.D founder of Opinosis Analytics. |
https://kavita-ganesan.com/about-me/#.X9FOHthKhPY |
|
Tutorial,Article,Other |
Intermediate |
Jakub Juranek |
December 9, 2020 |
| 125 |
Deep Learning Cheat Sheet |
Brief description of common concepts found in Deep Learning. |
https://hackernoon.com/deep-learning-cheat-sheet-25421411e460 |
|
Cheat Sheets |
Intermediate |
Jakub Juranek |
December 9, 2020 |
| 126 |
Backpropagation (ML) |
Article explaining the concept of Backpropagation by Andrej Karpathy. |
https://medium.com/@karpathy/yes-you-should-understand-backprop-e2f06eab496b |
|
Article |
Intermediate |
Jakub Juranek |
December 9, 2020 |
| 127 |
Visualization |
Experiment tracking, hyperparameter optimization, model and dataset versioning |
https://www.wandb.com/ |
|
Tool |
All Levels |
Burak Teke |
December 10, 2020 |
| 128 |
(Udacity) Lesson 3.1 Data Fit And Annotation |
This notes is from Udacity |
https://hackmd.io/MvKJSjK6RZOA62Z00MiEYg |
|
Notes,GitHub |
Beginner |
@Aswin |
December 10, 2020 |
| 129 |
Machine Learning Crash Course |
A self-study guide for aspiring machine learning practitioners. |
https://developers.google.com/machine-learning/crash-course |
|
MOOC |
Beginner |
@Samet Aydın |
December 7, 2020 |
| 130 |
Scrum |
Learn how to scrum with the best of ‘em |
https://www.atlassian.com/agile/scrum |
|
Article |
Beginner |
@Clifton Zhuo |
December 9, 2020 |
| 131 |
Machine Learning |
MIT 6.036 |
https://openlearninglibrary.mit.edu/courses/course-v1:MITx+6.036+1T2019/course/ |
|
MOOC |
Beginner |
@asmae el ghezzaz |
December 9, 2020 |
| 132 |
A/B Testing, free course, udacity |
Online Experiment Design and Analysis. |
https://www.udacity.com/course/ab-testing--ud257 |
|
MOOC |
Beginner |
@Evi Papadopoulou |
December 9, 2020 |
| 133 |
Machine Learning, unsupervised Learning |
This is the second course in the 3-course Machine Learning Series and is offered at Georgia Tech as CS7641. |
https://www.udacity.com/course/machine-learning-unsupervised-learning--ud741 |
|
MOOC |
Beginner |
@Tatjana |
December 9, 2020 |
| 134 |
machine learning, deep learning, NLP |
Kavita’s Articles about text processing, natural language processing, etc... |
https://kavita-ganesan.com/kavitas-tutorials/#.X9I4NObiuXK |
|
Article,Tutorial |
Intermediate |
@Jakub Juranek |
December 10, 2020 |
| 135 |
Machine learning, AI, deep learning |
Latest Headlines on AI, Machine Learning, Deep Learning, Robotics |
https://www.newworldai.com/ |
|
Article,MOOC,Tutorial |
Beginner |
@Duc Duong |
December 10, 2020 |
| 136 |
#p2_intro_to_ai_in_business 20 questions |
#p2_intro_to_ai_in_business 20 questions week1 most prominent questions |
|
p2 introduction to AI questions.zip (https://dl.airtable.com/.attachments/783b47b4a76e6bbc8c81fbb0a4ac0b27/ca0be3fc/p2introductiontoAIquestions.zip) |
Notes |
Beginner |
@Mohamed Abdelaal |
December 10, 2020 |
| 137 |
AI, Natural Language Processing with Neural Networks |
IN GERMAN LANGUAGE: >8hrs Interview Podacst with Richard Socher providing introduction and motivation in natural language processing (NLP) using neural networks. |
https://www.zeit.de/digital/2020-11/richard-socher-kuenstliche-intelligenz-interviewpodcast-alles-gesagt |
|
Other,Tips |
Beginner |
Arne |
December 10, 2020 |
| 138 |
AI Engineer |
Career Insights: What does an AI Engineer do? |
https://www.freelancermap.com/blog/what-does-ai-engineer-do/ |
|
Article |
Beginner |
@Anderson |
December 10, 2020 |
| 139 |
Data Science, Python Certification |
Start your career as Data Scientist from scratch. Learn Data Science with Python. Predict trends with advanced analytics |
https://www.udemy.com/course/data-science-with-python-certification-training/?ranMID=39197&ranEAID=NuZiHLoAApo&ranSiteID=NuZiHLoAApo-hsyy17QMICOI3dHDpFZ5Mg&LSNPUBID=NuZiHLoAApo&utm_source=aff-campaign&utm_medium=udemyads&couponCode=DATA_SCIENCE_UPLATZ |
|
MOOC |
Beginner |
@Harini Pavithra |
December 10, 2020 |
| 140 |
Machine learning, python |
Deep dive into Machine Learning with Python Programming. Implement practical scenarios & a project on Recommender System. |
https://www.udemy.com/course/machine-learning-with-python-training/?ranMID=39197&ranEAID=NuZiHLoAApo&ranSiteID=NuZiHLoAApo-bRPQ84dTa14R751TWC4A.Q&LSNPUBID=NuZiHLoAApo&utm_source=aff-campaign&utm_medium=udemyads&couponCode=ML_UPLATZ |
|
MOOC |
Beginner |
@Harini Pavithra |
December 10, 2020 |
| 141 |
Machine learning algorithms |
Bitcoins analysis using different machine learning algorithms. |
https://github.com/Diva1010/BitcoinAnalysis |
|
GitHub |
Beginner |
@Divya Kaushik |
December 10, 2020 |
| 142 |
Python |
Udacity guide to map, filter and reduce functions in python. |
https://blog.udacity.com/2020/12/our-guide-to-map-filter-and-reduce-functions-in-python.html |
|
Article |
Beginner |
@Avinash |
December 10, 2020 |
| 143 |
Python |
How to Work with Python Dictionaries. |
https://blog.udacity.com/2020/12/how-to-work-with-python-dictionaries.html |
|
Article |
Beginner |
@Avinash |
December 10, 2020 |
| 144 |
Python, keras, pandas |
An end-to-end machine learning project with Python Pandas, Keras, Flask, Docker and Heroku. |
https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fan-end-to-end-machine-learning-project-with-python-pandas-keras-flask-docker-and-heroku-c987018c42c7 |
|
Tutorial,Article |
Beginner |
@Anderson |
December 10, 2020 |
| 145 |
Data Science, Machine Learning |
The purpose of this book is to provide an accessible, textbook intended for students interested in gaining a better understanding of the mathematics |
https://acems.org.au/data-science-machine-learning-book-available-download |
|
Book |
Beginner |
@Yasir Keskin |
December 11, 2020 |
| 146 |
Machine learning, R |
Learn to create Machine Learning Algorithms with R & Excels from popular Data Science experts. Code templates included. |
https://www.udemy.com/course/machine-learning-with-r-course/?couponCode=MACHINE10 |
|
MOOC |
Beginner |
@Mohammad Khadeer Akbar |
December 10, 2020 |
| 147 |
Machine Learning Projects |
Practice your skills in Data Science Projects with Python, by learning and then trying all these hands-on, interactive projects. |
https://medium.com/the-innovation/130-machine-learning-projects-solved-and-explained-605d188fb392 |
|
Tutorial |
Beginner |
@Mohammedalbaqer Alghizi |
December 11, 2020 |
| 148 |
Machine Learning |
Learn to create Machine Learning Algorithms in Python Data Science enthusiasts. Code templates included. |
https://www.udemy.com/course/learn-machine-learning-in-21-days/?couponCode=CODEWARRIORS |
|
MOOC |
Beginner |
@Mohammad Khadeer Akbar |
December 11, 2020 |
| 149 |
Data Visualization |
Data Visualization in the real world. A little old but does make a great point for effective, efficient and concise visualization. |
https://www.brainpickings.org/2013/10/08/best-american-infographics-david-byrne/ |
|
Article |
Beginner |
Zohaib Karim Noorani |
December 11, 2020 |
| 150 |
Convolution neural network |
What is a Convolutional Neural Network? |
https://poloclub.github.io/cnn-explainer/ |
|
Tutorial,GitHub |
Beginner |
@Thew |
December 11, 2020 |
| 151 |
Python |
Python Bootcamp 2020 Build 15 working Applications and Games. |
https://www.udemy.com/course/python-complete-bootcamp-2019-learn-by-applying-knowledge/?couponCode=DECE02 |
|
MOOC |
Beginner |
@Harini Pavithra |
December 11, 2020 |
| 152 |
Tensorflow |
CS 20: Tensorflow for Deep Learning Research |
http://web.stanford.edu/class/cs20si/syllabus.html |
|
Tutorial,MOOC |
Beginner |
@Mohammedalbaqer Alghizi |
December 11, 2020 |
| 153 |
Data Science |
This lecture series will cover several introductory concepts in data science and machine learning. |
https://www.youtube.com/playlist?list=PLMrJAkhIeNNQV7wi9r7Kut8liLFMWQOXn |
|
Video |
Beginner |
@Mohammedalbaqer Alghizi |
December 11, 2020 |
| 154 |
Free AI-powered coding assistant tool |
Kite is a tool for code autocomplete, for Less Keystrokes and for Coding Faster. Kite is a free AI-powered coding assistant that will help you code faster and smarter. The Kite plugin integrates with all the top editors and IDEs to give you smart completions and documentation while you’re typing. |
https://www.kite.com/get-kite/?utm_me |
|
Other,Tool |
All Levels |
Zahra'a HM |
December 13, 2020 |
| 155 |
Run Jupyter Notebook in the cloud |
Six easy ways to run your Jupyter Notebook in the cloud |
https://www.dataschool.io/cloud-services-for-jupyter-notebook/ |
|
Tool |
All Levels |
Zahra'a HM |
December 13, 2020 |
| 156 |
AI Track Notes |
It contains my notes on the lesson and related article and videos collected from the slack channels. Also I have included FAQ section for the queries. |
https://github.com/nihalbaig0/Bertelsmann-Scholarship---Introduction-to-AI-in-Business-Nanodegree-Program-2020 |
|
Notes,Article,GitHub |
Beginner |
Mirza Nihal Baig |
December 13, 2020 |
| 157 |
Python |
These are some handy cheat sheets for Python Programming related to ML and Data Science. |
|
Importing Data.pdf (https://dl.airtable.com/.attachments/c9526ef8e5c93af9b676e506dea600ef/18225b4b/ImportingData.pdf),Python Basics.pdf (https://dl.airtable.com/.attachments/48c6d414ff8046b7222d2b044bcc4bd1/de82f62f/PythonBasics.pdf),Pandas_Cheat_Sheet.pdf (https://dl.airtable.com/.attachments/f417a3d508096ce9a114fa29acd31d0f/a8ee5300/Pandas_Cheat_Sheet.pdf),PythonForDataScience.pdf (https://dl.airtable.com/.attachments/f218ae1069a40ae7e1e278d007367be5/f0c2ba1a/PythonForDataScience.pdf),Pandas Basics.pdf (https://dl.airtable.com/.attachments/d0edd3fe9953c5417aea304688011b9a/a93b1ffc/PandasBasics.pdf),Numpy_Python_Cheat_Sheet.pdf (https://dl.airtable.com/.attachments/acfd7fdaee3b3d1f583ba9025bd28ffb/d189340c/Numpy_Python_Cheat_Sheet.pdf) |
Cheat Sheets |
Beginner |
CHINMAY KUMAR |
December 14, 2020 |
| 158 |
Free graphics software |
Free graphics software used to create vector graphics |
https://vectr.com/ |
|
Tool |
All Levels |
Julia Malczyk |
December 15, 2020 |
| 159 |
Free Design Tool |
Tool for design use cases: UI, UX, graphic, prototyping |
https://www.figma.com/ |
|
Tool |
All Levels |
Julia Malczyk |
December 15, 2020 |
| 160 |
Datasets for Machine Learning and Data Science |
Best open-access datasets for machine learning, data science, sentiment analysis, computer vision, natural language processing (NLP), clinical data, and others. |
https://medium.com/towards-artificial-intelligence/best-datasets-for-machine-learning-data-science-computer-vision-nlp-ai-c9541058cf4f |
|
Other |
All Levels |
Jakub Juranek |
December 16, 2020 |
| 161 |
Rasa Chatbot |
How to create a Chatbot, using Rasa? To know the Answer, follow the Link.. |
https://medium.com/analytics-vidhya/build-a-chatbot-using-rasa-78406306aa0c |
|
Article,Tutorial |
All Levels |
Sandip Palit |
December 21, 2020 |
| 162 |
Lessons and notebooks on machine learning and applied machine learning in production. |
How to responsibly develop, deploy and maintain applications that are made with machine learning. |
https://madewithml.com/ |
|
GitHub,Tutorial,Other,Tips |
Intermediate |
Efsan |
December 21, 2020 |
| 163 |
Machine Learning Zero to Hero (Google I/O'19) |
Image categorization example with Tensorflow and Keras |
https://www.youtube.com/watch?v=VwVg9jCtqaU |
|
Video |
Intermediate |
Oguzhan Tekin |
December 21, 2020 |
| 164 |
Machine Learning |
HandsonMachine-Learning-with-Scikit-2E |
|
HandsonMachine-Learning-with-Scikit-2E .pdf (https://dl.airtable.com/.attachments/b1dbc27fe6e79a4c0f7a894d1ad852dd/d42202d5/HandsonMachine-Learning-with-Scikit-2E.pdf) |
Book |
All Levels |
Niraj |
December 21, 2020 |
| 165 |
Statistics |
An Introduction to Statistical Learning |
|
ISLR .pdf (https://dl.airtable.com/.attachments/72a2102d16bbe3e4c92aa249c72ef335/21fcf700/ISLR.pdf) |
Book |
Intermediate |
Niraj |
December 21, 2020 |
| 166 |
Deep Learning A-Z |
Learn to create Deep Learning Algorithms in Python from two Machine Learning & Data Science experts. Templates included. |
https://www.udemy.com/course/deeplearning/?couponCode=YESDATA2020DEC |
|
MOOC |
Beginner |
Rubén G |
December 21, 2020 |
| 167 |
Script of lessons |
I wrote everything of the lesson down in one script, so people can read the ressources on the go :) this is the link to the 2nd lesson |
https://bertelsmannaitrack.slack.com/archives/C01FDE407Q9/p1607953805204700 |
|
Notes,Cheat Sheets,Other |
All Levels |
Julia from Vienna |
January 22, 2012 |
| 168 |
Script of Lesson 3 |
I wrote everthing of Lesson 3 down in a script for people to read on the go. I already postet it in some channels, (because I didn't notice this great opportunity), but for lesson 4 and 5 I will directly upload it here :) |
https://bertelsmannaitrack.slack.com/archives/C01G1BDE5QC/p1608231639413200 |
|
Article,Cheat Sheets,Notes,Other |
All Levels |
Julia from Vienna |
December 22, 2020 |
| 169 |
Fairness and Biases |
Fairness and Biases with case Studies |
|
AIB-FairnessandBiases-221220-1336.pdf (https://dl.airtable.com/.attachments/480c17155193ca931d28bd00d19b2026/3ef11cf8/AIB-FairnessandBiases-221220-1336.pdf) |
Notes |
Beginner |
@Aswin |
December 22, 2020 |
| 170 |
A Course on ML Production Systems |
Course details from @Google |
https://hackmd.io/BtcXs2wnR02spNm5R8z3jw |
|
GitHub,Notes |
Beginner |
@Aswin |
December 22, 2020 |
| 171 |
Ethics of AI - online course |
The Ethics of AI is a free online course created by the University of Helsinki |
https://ethics-of-ai.mooc.fi/ |
|
Other,Video |
All Levels |
Joanna Pol |
December 24, 2020 |
| 172 |
#p2_intro_to_ai_in_business mind map |
This mind map is the first part of the mind map I made. It covers the chapters to Lesson 2.14. I have included the text and graphic version |
|
introduction_to_ai_in_business-outline_logo.pdf (https://dl.airtable.com/.attachments/7603d8caec728a7e5e1431aea6c7b168/b1194271/introduction_to_ai_in_business-outline_logo.pdf),introduction_to_ai_in_business logo.png (https://dl.airtable.com/.attachments/d09bac8d26c01bfeba25b77b3a3680b1/b908c8da/introduction_to_ai_in_businesslogo.png) |
Notes,Other |
All Levels |
Joanna Pol |
December 24, 2020 |
| 173 |
AI in healthcare |
Usecases and Examples in Healthcare in 2020 |
https://research.aimultiple.com/healthcare-ai/ |
|
Article |
All Levels |
Joanna Pol |
December 24, 2020 |
| 174 |
How to take a smart notes |
10 Principles to better organize your note-taking and writing |
https://fortelabs.co/blog/how-to-take-smart-notes/ |
|
Article,Notes,Tips |
All Levels |
Joanna Pol |
December 24, 2020 |
| 175 |
Julia |
Source for learning all things Julia for free |
www.juliaacademy.com |
|
Tutorial,Video |
Beginner |
Joanna Pol |
December 24, 2020 |
| 176 |
Become a Data Scientist |
A Complete 52 Week Curriculum to Become a Data Scientist in 2021 |
https://towardsdatascience.com/a-complete-52-week-curriculum-to-become-a-data-scientist-in-2021-2b5fc77bd160 |
|
Article,Tips |
Beginner |
Joanna Pol |
December 25, 2020 |
| 177 |
Big Data |
Explore practical, ethical — and spectacularly visual — ways to understand near-infinite data. |
https://www.ted.com/playlists/56/making_sense_of_too_much_data |
|
Video |
All Levels |
Joanna Pol |
December 25, 2020 |
| 178 |
AI - fairness and bias |
Fairness and bias in artificial intelligence |
ttps://medium.com/datadriveninvestor/fairness-and-bias-in-artificial-intelligence-c7fbfe880df |
|
Article |
All Levels |
Joanna Pol |
December 26, 2020 |
| 179 |
AI Podcast |
MIT Technology Review // In Machine we trust |
https://forms.technologyreview.com/in-machines-we-trust/ |
|
Other |
Beginner |
Alexa.N. |
December 26, 2020 |
| 180 |
AI Podcast |
Exponential View. How AI and other exponential technologies are transforming business and society. |
https://hbr.org/2019/04/podcast-exponential-view |
|
Other |
Beginner |
Alexa.N. |
December 26, 2020 |
| 181 |
Python NLTK (2009) |
Natural Language Processing with Python – Analyzing Text with the Natural Language Toolkit Steven Bird, Ewan Klein, and Edward Loper |
https://www.nltk.org/book/ |
|
Book |
Intermediate |
Alexa.N. |
December 26, 2020 |
| 182 |
Elements of AI (course for free) |
Welcome to the Elements of AI free online course! |
https://www.elementsofai.com/ |
|
Tutorial,Other,Tool,Tips |
Beginner |
Alexa.N. |
December 26, 2020 |
| 183 |
Linear Algebra |
Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares |
http://vmls-book.stanford.edu/ |
|
Book,Tips |
Beginner |
Joanna Pol |
December 26, 2020 |
| 184 |
Statistics |
Jeremy Balka's statistics channel, containing some introductory statistics videos. |
https://www.youtube.com/user/jbstatistics/videos |
|
Tips,Tutorial,Video |
Beginner |
Joanna Pol |
December 26, 2020 |
| 185 |
codecademy |
Learn to code for free |
https://www.codecademy.com/ |
|
Tool,Tutorial,Other |
Beginner |
Alexa.N. |
December 26, 2020 |
| 186 |
Machine Learning Podcast |
Machine Learning from scratch |
https://ocdevel.com/mlg |
|
Other |
Beginner |
Alexa.N. |
December 26, 2020 |
| 187 |
Allen Institute for AI Podcast |
Natural Language Processing Highlights |
https://soundcloud.com/nlp-highlights |
|
Other |
Advance |
Alexa.N. |
December 26, 2020 |
| 188 |
Machine Learning, deep Learning, Reinforcement Learning |
I found this website very useful for learning machine learning, Deep learning, with all 3 frameworks: Keras, PyTorch, TensorFlow. |
https://deeplizard.com/ |
|
MOOC,Tutorial,Video,Tool |
All Levels |
Zahra'a HM |
December 27, 2020 |
| 189 |
Machine Learning |
Course for Beginners to learn ML from Scratch and Projects are explained |
https://youtube.com/playlist?list=PLZoTAELRMXVOFnfSwkB_uyr4FT-327noK |
|
Tutorial,Video |
All Levels |
Sameer |
December 28, 2020 |
| 190 |
Python |
A smarter way to learn python |
https://slack-files.com/files-pri-safe/T01E9ECEM0D-F01HFDACF3Q/smarter_way_to_learn_paython.pdf?c=1609201842-666bf89dfc362738 |
|
Book,Tips,Other |
Beginner |
Joanna Pol |
December 29, 2020 |
| 191 |
Machine Learning and NLP |
Lectures from Stanford University Professors |
https://www.youtube.com/watch?v=jGwO_UgTS7I&list=PUBa5G_ESCn8Yd4vw5U-gIcg |
|
Video |
Intermediate |
Alexa.N. |
December 29, 2020 |
| 192 |
Deep Learning with PyTorch |
It is about the foundations of deep learning with PyTorch |
https://pytorch.org/assets/deep-learning/Deep-Learning-with-PyTorch.pdf |
|
Book |
|
Hatice Koc |
December 29, 2020 |
| 193 |
Reinforcement Learning |
You should take this course if you have an interest in machine learning and the desire to engage with it from a theoretical perspective. |
https://www.udacity.com/course/reinforcement-learning--ud600 |
|
Tutorial,Video,Other |
Intermediate |
Joanna Pol |
December 30, 2020 |
| 194 |
The Hundred-Page Machine Learning Book |
All you need to know about Machine Learning in a hundred pages |
http://themlbook.com/wiki/doku.php |
|
Book,GitHub |
Beginner |
Gioacchino Riccardo Volpe |
December 30, 2020 |
| 195 |
Coursera Mathematics for Machine Learning Specialization |
Learn about the prerequisite mathematics for applications in data science and machine learning. |
https://www.coursera.org/specializations/mathematics-machine-learning |
|
MOOC |
Beginner |
Gioacchino Riccardo Volpe |
December 30, 2020 |
| 196 |
First Steps in Linear Algebra for Machine Learning |
The main goal of the course is to explain the main concepts of linear algebra that are used in data analysis and machine learning. |
https://www.coursera.org/learn/first-steps-in-linear-algebra-for-machine-learning |
|
MOOC |
Beginner |
Gioacchino Riccardo Volpe |
December 30, 2020 |
| 197 |
Coursera Machine Learning for All |
This course is designed to introduce you to Machine Learning without needing any programming. That means that this course doesn't cover the programming based machine learning tools like python and TensorFlow. |
https://www.coursera.org/learn/uol-machine-learning-for-all |
|
MOOC |
Beginner |
Gioacchino Riccardo Volpe |
December 30, 2020 |
| 198 |
Coursera Machine Learning |
This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition. |
https://www.coursera.org/learn/machine-learning |
|
MOOC |
Beginner |
Gioacchino Riccardo Volpe |
December 30, 2020 |
| 199 |
The UX of AI |
Using Google Clips to understand how a human-centered design process elevates artificial intelligence |
https://design.google/library/ux-ai/ |
|
Article,Tips,Tutorial,Other,Notes |
All Levels |
Joanna Pol |
December 30, 2020 |
| 200 |
The impact of ai on project management |
Dr Greg Usher explores how artificial intelligence (AI) is shaping the world of project management. |
https://www.rpsgroup.com/insights/the-impact-of-ai-on-project-management/ |
|
Article |
All Levels |
Joanna Pol |
December 31, 2020 |
| 201 |
Ai in project management |
From theory to AI Project Management in practice |
https://www.toptal.com/project-managers/technical/ai-in-project-management |
|
Article |
All Levels |
Joanna Pol |
December 31, 2020 |
