| 353 |
Designing a Chatbot Conversation |
Designing a Chatbot Conversation (UX Design, Experience and Interaction Design Process) |
http://portfolios.pratt.edu/gallery/37453869/Designing-a-Chatbot-UX-Design-Process-Case-Study?epik=dj0yJnU9bk5VdHJwR0t2UUJvbkh0WlVmcUtwRGJUTHpES1ZLSXQmcD0wJm49S205UktGMW5sbFBtWVFmZFhJOURnQSZ0PUFBQUFBR0FYR2VF |
|
Article,Tips |
Intermediate |
Joanna Pol |
January 31, 2021 |
| 354 |
Statistics |
Cheat Sheet |
https://media-exp1.licdn.com/dms/document/C561FAQGqPyfXEaRXog/feedshare-document-pdf-analyzed/0/1612181546546?e=1612296000&v=beta&t=mWghROmX-lpqTA2_zKaSYxJkO9VNBSGsaKbQkexVvEE |
|
Cheat Sheets |
All Levels |
Samet Aydın |
February 1, 2021 |
| 355 |
Web Scraping, Collecting Data Tools |
6 Web Scraping Tools That Make Collecting Data A Breeze |
https://towardsdatascience.com/6-web-scraping-tools-that-make-collecting-data-a-breeze-457c44e4411d |
|
Article,Tool,Tips,Other |
All Levels |
Joanna Pol |
February 1, 2021 |
| 356 |
Backpropagation, stochastic gradient descen |
This tutorial is designed to make the role of the stochastic gradient descent and back-propagation algorithms clear in training between networks. |
https://machinelearningmastery.com/difference-between-backpropagation-and-stochastic-gradient-descent/ |
|
Notes,Tutorial,Tips,Article |
Intermediate |
Joanna Pol |
February 1, 2021 |
| 357 |
Deep learning |
Audio Data Preparation and Augmentation |
https://www.tensorflow.org/io/tutorials/audio |
|
Tutorial |
Advance |
Akanksha |
February 2, 2021 |
| 358 |
Data Science |
Algorithms , evidence and data science |
https://web.stanford.edu/~hastie/CASI_files/PDF/casi.pdf |
|
Book |
All Levels |
Samet Aydın |
February 2, 2021 |
| 359 |
Statistics |
This introductory textbook provides an inexpensive, brief overview of statistics to help readers gain a better understanding of how statistics work and how to interpret them correctly. |
https://routledgetextbooks.com/textbooks/9781138838345/default.php |
|
Book |
All Levels |
Samet Aydın |
February 2, 2021 |
| 360 |
Data Science |
Probabilistic Programming and Bayesian Inference |
https://www.amazon.com/Bayesian-Methods-Hackers-Probabilistic-Addison-Wesley/dp/0133902838#:~:text=Bayesian%20Methods%20for%20Hackers%20illuminates,increments%2C%20without%20extensive%20mathematical%20intervention. |
|
Book |
All Levels |
Samet Aydın |
February 2, 2021 |
| 361 |
Statistics |
Probability and Statistics for Programmers |
https://greenteapress.com/thinkstats/thinkstats.pdf |
|
Book,Notes |
All Levels |
Samet Aydın |
February 2, 2021 |
| 362 |
Statistics |
50 Essential Concepts |
https://www.amazon.com/Practical-Statistics-Data-Scientists-Essential/dp/1491952962 |
|
Book |
All Levels |
Samet Aydın |
February 2, 2021 |
| 363 |
Machine Learning |
End-to-End, Transferable Deep RL for Graph Optimization |
https://ai.googleblog.com/2020/12/end-to-end-transferable-deep-rl-for.html?utm_source=Deep+Learning+Weekly&utm_campaign=cce584827a-EMAIL_CAMPAIGN_2019_04_24_03_18_COPY_01&utm_medium=email&utm_term=0_384567b42d-cce584827a-72974313 |
|
Research Paper |
All Levels |
Samet Aydın |
February 2, 2021 |
| 364 |
Data Science |
100+ Free Data Science Books (Updated 2021 List) |
https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html |
|
Article,Book |
All Levels |
Christina Loiacono |
February 2, 2021 |
| 365 |
Machine Learning |
100+ Free Machine Learning Books (Updated 2021 List) |
https://www.theinsaneapp.com/2020/12/download-free-machine-learning-books.html |
|
Article,Book |
All Levels |
Christina Loiacono |
February 2, 2021 |
| 366 |
Programming |
100+ Free Programming Books (Updated 2021 List) |
https://www.theinsaneapp.com/2021/01/free-programming-books.html |
|
Article,Book |
All Levels |
Christina Loiacono |
February 2, 2021 |
| 367 |
Deep learning |
Recognizing words |
https://www.tensorflow.org/tutorials/audio/simple_audio |
|
Tutorial |
Advance |
Akanksha |
February 3, 2021 |
| 368 |
Introduction to Artificial Intelligence |
The book defines AI, briefs AI history, and gives theoretical information about logic, search, problem-solving, reasoning with uncertainty, machine learning, and data mining, neural networks, and reinforcement learning. |
https://www.springer.com/gp/book/9783319584867 |
|
Book |
All Levels |
Hatice Koc |
February 3, 2021 |
| 369 |
Introduction to AI with Python |
CS50’s Introduction to Artificial Intelligence with Python explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. |
https://www.edx.org/course/cs50s-introduction-to-artificial-intelligence-with-python |
|
Tutorial,Video,Other |
Intermediate |
Joanna Pol |
February 3, 2021 |
| 370 |
The hard lessons of modeling the coronavirus pandemic |
Researchers build epidemiological models to get a better understanding of diseases. But with COVID-19, getting a clear view of the virus has been difficult. In the fight against COVID-19, disease modelers have struggled with misunderstanding and misuse of their work. They have also come to realize how unready the state of modeling was for this pandemic. |
https://www.quantamagazine.org/the-hard-lessons-of-modeling-the-coronavirus-pandemic-20210128/ |
|
Article |
All Levels |
Joanna Pol |
February 3, 2021 |
| 371 |
Trove - crowdsourcing marketplace where developers can gather images for AI models from regular individuals |
Trove is a new crowdsourcing marketplace from Microsoft where developers can gather images for AI models from regular individuals, responsibly sourced through licensing and privacy frameworks. Get highly relevant and diverse images from real people, for your specific scenario and use case. |
https://www.microsoft.com/en-us/ai/trove?activetab=pivot1%3aprimaryr3 |
|
Tool |
All Levels |
Joanna Pol |
February 3, 2021 |
| 372 |
Automatic scripts exports-nbautoexport-jupyter-code-review |
Nbautoexport is a tool for automatically running notebook exports when you save notebooks while using Jupyter. In this section, we'll walk through the basic setup and use. |
https://www.drivendata.co/blog/nbautoexport-jupyter-code-review/ |
|
Tutorial,Tips,Tool,Article |
All Levels |
Joanna Pol |
February 3, 2021 |
| 373 |
Multi-Class Metrics |
Explain why F1-scores are used, and how to calculate them in a multi-class setting. |
https://towardsdatascience.com/multi-class-metrics-made-simple-part-ii-the-f1-score-ebe8b2c2ca1 |
|
Article,Tutorial |
Intermediate |
Burak Teke |
February 7, 2021 |
| 374 |
Evaluating models |
Describes how to use evaluation metrics for your model after it is trained, and provides some basic suggestions for ways you might be able to improve model performance. |
https://cloud.google.com/automl-tables/docs/evaluate |
|
Article,Tutorial |
Intermediate |
Burak Teke |
February 7, 2021 |
| 375 |
TensorFlow Federated |
TensorFlow Federated (TFF) is an open-source framework for machine learning and other computations on decentralized data. |
https://www.tensorflow.org/federated |
|
Tutorial,Tool |
Advance |
Burak Teke |
February 7, 2021 |
| 376 |
Federated Learning Comics |
An online comic from Google AI |
https://federated.withgoogle.com/ |
|
Other |
Beginner |
Burak Teke |
February 7, 2021 |
| 377 |
Computer Vision |
Magazine |
https://www.rsipvision.com/ComputerVisionNews-2021February/ |
|
Other |
All Levels |
Samet Aydın |
February 7, 2021 |
| 378 |
Data Science |
10 NLP Terms Every Data Scientist Should Know |
https://towardsdatascience.com/10-nlp-terms-every-data-scientist-should-know-43d3291643c0 |
|
Article,Tutorial |
All Levels |
Samet Aydın |
February 7, 2021 |
| 379 |
Python |
Designing Custom 2D and 3D CNNs in PyTorch |
https://towardsdatascience.com/designing-custom-2d-and-3d-cnns-in-pytorch-712c4976a4fb |
|
Article,Tutorial |
All Levels |
Samet Aydın |
February 7, 2021 |
| 380 |
Machine Learning |
Predicting Manhattan Rent with Linear Regression |
https://towardsdatascience.com/predicting-manhattan-rent-with-linear-regression-27766041d2d9 |
|
Article,Tutorial |
Intermediate |
Samet Aydın |
February 7, 2021 |
| 381 |
Data Science |
You Should Master Data Analytics First Before Becoming a Data Scientist |
https://towardsdatascience.com/you-should-master-data-analytics-first-before-becoming-a-data-scientist-5dbceaea9d3d |
|
Article,Other |
Advance |
Samet Aydın |
February 7, 2021 |
| 382 |
Python |
Learn how to use the loc method in the pandas Python library |
https://towardsdatascience.com/how-to-use-loc-in-pandas-49ed348a4117 |
|
Tutorial,Quiz |
Advance |
Samet Aydın |
February 7, 2021 |
| 383 |
Data Science |
7 Steps to a Successful Data Science Project Beginners Guide on Completing a Data Science Project from Scratch |
https://towardsdatascience.com/7-steps-to-a-successful-data-science-project-b452a9b57149 |
|
Article,Tutorial |
Beginner |
Samet Aydın |
February 7, 2021 |
| 384 |
Tensorflow |
Tensorflow pre trained model tutorials |
https://www.tensorflow.org/hub/tutorials |
|
Tutorial |
Advance |
Akanksha |
February 8, 2021 |
| 385 |
Isotonic Regression and Pava Algorithm |
Isotonic Regression is used in the probability calibration of classifiers. Probability Calibration of classifiers deals with the process of optimizing the output of classifiers so that the outputs of the classifier model can be directly interpreted as a confidence level and Pava inspects the points and if it finds a point that violates the constraints, it pools that value with its adjacent members which ultimately go on to form a block. |
https://www.analyticsvidhya.com/blog/2021/02/isotonic-regression-and-the-pava-algorithm/ |
|
Article |
Intermediate |
Etendra Verma |
February 10, 2021 |
| 386 |
Data Science |
Career Development |
https://media-exp1.licdn.com/dms/document/C4D1FAQF6NtnMYT4ffA/feedshare-document-pdf-analyzed/0/1612870520087?e=1612987200&v=beta&t=WkHrHsJOspmfXx8MSbijcTpxe-mfoWXgleR4wN9N20w |
|
Tips,Other |
All Levels |
Samet Aydın |
February 9, 2021 |
| 387 |
Machine Learning |
Supervised Learning |
https://media-exp1.licdn.com/dms/document/C561FAQEYseMu92aQnQ/feedshare-document-pdf-analyzed/0/1612883016967?e=1612987200&v=beta&t=ivdjsoHX3o0JiuTslrxmNR97J_WQki1xSAOODl0b74c |
|
Cheat Sheets,Tutorial |
All Levels |
Samet Aydın |
February 9, 2021 |
| 388 |
Software Testing Life Cycle |
STLC (Software Testing Life Cycle) Phases, Entry, Exit Criteria |
https://www.guru99.com/software-testing-life-cycle.html |
|
Tutorial,Notes |
Beginner |
Samet Aydın |
February 10, 2021 |
| 389 |
Machine Learning |
Commonly used Machine Learning Algorithms (with Python and R Codes) |
https://www.analyticsvidhya.com/blog/2017/09/common-machine-learning-algorithms/ |
|
Tips,Notes |
All Levels |
Samet Aydın |
February 10, 2021 |
| 390 |
Agile Development |
The Art of Agile Development: Pragmatic Guide to Agile Software Development |
https://www.amazon.com/Art-Agile-Development-Pragmatic-Software/dp/0596527675 |
|
Book,Tutorial |
All Levels |
Samet Aydın |
February 10, 2021 |
| 391 |
Machine Learning |
The 10 Best Machine Learning Algorithms for Data Science Beginners |
https://www.dataquest.io/blog/top-10-machine-learning-algorithms-for-beginners/ |
|
Notes,Tutorial,Tips |
Beginner |
Samet Aydın |
February 10, 2021 |
| 392 |
Machine Learning, Dataminig |
This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition. Topics include: (i) Supervised learning (parametric/non-parametric algorithms, support vector machines, kernels, neural networks). (ii) Unsupervised learning (clustering, dimensionality reduction, recommender systems, deep learning). (iii) Best practices in machine learning (bias/variance theory; innovation process in machine learning and AI). |
https://www.coursera.org/learn/machine-learning |
|
Tutorial,Video |
Intermediate |
Joanna Pol |
February 10, 2021 |
| 393 |
AI reading list: 8 interesting books about artificial intelligence to check out |
AI reading list: 8 interesting books about artificial intelligence to check out |
https://www.techrepublic.com/article/ai-reading-list-interesting-books-about-artificial-intelligence-to-check-out |
|
Article,Book |
All Levels |
Joanna Pol |
February 10, 2021 |
| 394 |
Science fiction hasn’t prepared us to imagine machine learning |
Science fiction did a great job preparing us for submarines and rockets. But it seems to be struggling lately. We don’t know what to hope for, what to fear, or what genre we’re even in. "Clearly some plot twist involving machine learning is underway. It’s been hard to keep up with new developments: from BERT (2018) to GPT-3 (2020)—which can turn a prompt into an imaginary news story—to, most recently, CLIP and DALL-E (2021), which can translate verbal descriptions into images." |
https://tedunderwood.com/2021/02/02/why-sf-hasnt-prepared-us-to-imagine-machine-learning/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_322 |
|
Article |
All Levels |
Joanna Pol |
February 10, 2021 |
| 395 |
Comet is doing for ML what Github did for code |
Track your datasets, code changes, experimentation history, and models. Comet provides insights and data to build better models, faster while improving productivity, collaboration and explainability. |
https://www.comet.ml/site/data-scientists/ |
|
Tool |
All Levels |
Joanna Pol |
February 10, 2021 |
| 396 |
Kneed, kneedle algorithm, Python |
This repository is an attempt to implement the kneedle algorithm. Given a set of x and y values, kneed will return the knee point of the function. The knee point is the point of maximum curvature. |
https://github.com/arvkevi/kneed |
|
GitHub,Tips,Tool |
Intermediate |
Joanna Pol |
February 10, 2021 |
| 397 |
Qlib, Quant investment strategies, investement platform |
Qlib is an AI-oriented quantitative investment platform. It contains the full ML pipeline of data processing, model training, back-testing; and covers the entire chain of quantitative investment: alpha seeking, risk modeling, portfolio optimization, and order execution. |
https://github.com/microsoft/qlib |
|
GitHub,Tips,Tool |
Intermediate |
Joanna Pol |
February 10, 2021 |
| 398 |
data science |
data science course |
https://www.coursera.org/specializations/deep-learning?ranMID=40328&ranEAID=3dLVJOdWzdw&ranSiteID=3dLVJOdWzdw-XrZKdnXGjSgg95xULcTI1g&siteID=3dLVJOdWzdw-XrZKdnXGjSgg95xULcTI1g&utm_content=2&utm_medium=partners&utm_source=linkshare&utm_campaign=3dLVJOdWzdw |
|
Tutorial |
Intermediate |
Akanksha |
February 13, 2021 |
| 399 |
Machine Learning |
Building ML model |
https://towardsdatascience.com/how-to-build-a-machine-learning-model-439ab8fb3fb1 |
|
Notes,Tutorial |
Beginner |
Samet Aydın |
February 14, 2021 |
| 400 |
Artificial Intelligence |
Neural Networks in jax |
https://towardsdatascience.com/evolving-neural-networks-in-jax-dda73bd7afd0 |
|
Notes,Tutorial |
Intermediate |
Samet Aydın |
February 14, 2021 |
| 401 |
Data Visualization |
Data visualization with swift |
https://towardsdatascience.com/data-visualization-with-swiftui-pie-charts-bcad1903c5d2 |
|
Article,Other |
All Levels |
Samet Aydın |
February 14, 2021 |
| 402 |
Tensorflow serving model |
Deployment of model |
https://www.youtube.com/watch?v=zpKm8OxDBwE |
|
Tutorial,Video |
|
Akanksha |
February 15, 2021 |
| 403 |
How to think like a programmer — lessons in problem solving |
How to think like a programmer — lessons in problem solving |
https://medium.com/free-code-camp/how-to-think-like-a-programmer-lessons-in-problem-solving-d1d8bf1de7d2 |
|
Article,Tips |
All Levels |
Joanna Pol |
February 15, 2021 |
| 404 |
Resume Bullet Point Examples That Get Interviews |
19 Resume Bullet Point Examples That Get Interviews |
https://careersidekick.com/resume-bullet-examples/ |
|
Article,Tips |
All Levels |
Joanna Pol |
February 15, 2021 |
| 405 |
LinkedIn Skills: How to Add the Right Skills to LinkedIn |
Article answers the questions: How to add skills for LinkedIn? How do you pick the “right” skills for LinkedIn? And more |
https://www.zipjob.com/blog/linkedin-skills-right-skills/ |
|
Article,Tips |
All Levels |
Joanna Pol |
February 15, 2021 |
| 406 |
Python, drone programming |
Drone Programming With Python Course | 3 Hours | Including x4 Projects (2021) |
https://www.youtube.com/watch?v=LmEcyQnfpDA |
|
Video,Tutorial,Tips |
Intermediate |
Joanna Pol |
February 15, 2021 |
| 407 |
Machine Learning is Fun! |
The world’s easiest introduction to Machine Learning. This guide is for anyone who is curious about machine learning but has no idea where to start. |
https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471 |
|
Article,Tool |
Beginner |
Joanna Pol |
February 15, 2021 |
| 408 |
What to expect in your first data science role |
What to expect in your first data science role |
https://paytonsoicher.medium.com/what-to-expect-in-your-first-data-science-role-88120722fc68 |
|
Article |
Beginner |
Joanna Pol |
February 16, 2021 |
| 409 |
Machine Learning |
ML Cheat Sheet |
https://media-exp1.licdn.com/dms/document/C4E1FAQHTCyS_acskzg/feedshare-document-pdf-analyzed/0/1613476500837?e=1613588400&v=beta&t=Qgq9HP_E0lubKbCflU70D8BDTSm58b58VP27oxdChuE |
|
Cheat Sheets |
All Levels |
Samet Aydın |
February 16, 2021 |
| 410 |
NetAdapt |
Platform-Aware Neural Network Adaptation for Mobile Applications |
https://media-exp1.licdn.com/dms/document/C4E1FAQEZ4hCmOsLtDw/feedshare-document-pdf-analyzed/0/1613473029793?e=1613592000&v=beta&t=d7YSYuDti_wVrWESsIWUUjE_rjqgRtgBpSVaIELr_Zo |
|
Cheat Sheets,Tips |
All Levels |
Samet Aydın |
February 16, 2021 |
| 411 |
Data Visualization |
Data Visualization with seaborn |
https://media-exp1.licdn.com/dms/document/C561FAQFJTQzL_ZmabA/feedshare-document-pdf-analyzed/0/1613497768540?e=1613588400&v=beta&t=6xOL3_0x8dqGJ80mkG_S6_Y-BhL9pQIhxmjHMQWK6-8 |
|
Tutorial,Notes,Book |
Beginner |
Samet Aydın |
February 16, 2021 |
| 412 |
Software Architecture |
Fundamentals of Software Architecture |
http://fundamentalsofsoftwarearchitecture.com |
|
Book |
Advance |
Samet Aydın |
February 16, 2021 |
| 413 |
Java |
How to program (series) java |
|
"(How to program series) Deitel, Harvey M._ Deitel, Paul J - Java how to program. Early objects-Pearson (2018).pdf (https://dl.airtable.com/.attachments/56be2e6a6a904d876ae5aa8a32d8ddcd/cdf1fb8f/HowtoprogramseriesDeitelHarveyM._DeitelPaulJ-Javahowtoprogram.Earlyobjects-Pearson2018.pdf)" |
Book |
All Levels |
Samet Aydın |
February 16, 2021 |
| 414 |
Python |
Python crash course book |
|
"Eric Matthes - Python Crash Course_ A Hands-On, Project-Based Introduction to Programming.pdf (https://dl.airtable.com/.attachments/0874d79b7b1cfffd1da5e46e2e079a54/9e5173b2/EricMatthes-PythonCrashCourse_AHands-OnProject-BasedIntroductiontoProgramming.pdf)" |
Book |
All Levels |
Samet Aydın |
February 16, 2021 |
| 415 |
Probability |
Probability book advice |
|
probability_handout.pdf (https://dl.airtable.com/.attachments/1e60500b30ffebb0b83895988869cdd1/dcf422b0/probability_handout.pdf) |
Book |
Beginner |
Samet Aydın |
February 16, 2021 |
| 416 |
Leetcode, prepare for technical interviews |
The best platform to help you enhance your skills, expand your knowledge and prepare for technical interviews. A well-organized tool that helps you get the most out of LeetCode by providing structure to guide your progress towards the next step in your programming career |
https://leetcode.com/ |
|
Tool |
All Levels |
Joanna Pol |
February 17, 2021 |
| 417 |
Three things to do when you don't have a computer science degree |
Three things to do when you don't have a computer science degree, a lot of practical advices |
https://kerisavoca.medium.com/3-things-to-do-when-you-dont-have-a-computer-science-degree-1ecea65b566d |
|
Article |
All Levels |
Joanna Pol |
February 17, 2021 |
| 418 |
Data Science |
Machine Learning Problems |
|
Abhishek Thakur - Approaching (Almost) Any Machine Learning Problem-Abhishek Thakur (2020).pdf (https://dl.airtable.com/.attachments/9f67d21ade82034307dc3ddb49e36666/e5ed7e78/AbhishekThakur-ApproachingAlmostAnyMachineLearningProblem-AbhishekThakur2020.pdf) |
Book |
|
Samet Aydın |
February 17, 2021 |
| 419 |
Machine Learning |
Burkov, Andriy - The hundred-page machine learning book-Andriy Burkov |
|
"Burkov, Andriy - The hundred-page machine learning book-Andriy Burkov (2019).pdf (https://dl.airtable.com/.attachments/11692b39401fd02d44c1555bd93cf4ec/648acfe0/BurkovAndriy-Thehundred-pagemachinelearningbook-AndriyBurkov2019.pdf)" |
Book |
All Levels |
Samet Aydın |
February 17, 2021 |
| 420 |
Deep Learning |
Convolutional Neural Networks in TensorFlow |
https://www.coursera.org/learn/convolutional-neural-networks-tensorflow |
|
MOOC |
Intermediate |
Samet Aydın |
February 17, 2021 |
| 421 |
Algorithms |
The Coding Interview Bootcamp |
https://www.udemy.com/course/coding-interview-bootcamp-algorithms-and-data-structure/ |
|
MOOC |
All Levels |
Samet Aydın |
February 17, 2021 |
| 422 |
Python |
Learn how to use Google's Deep Learning Framework - TensorFlow with Python! Solve problems with cutting edge techniques! |
https://www.udemy.com/course/complete-guide-to-tensorflow-for-deep-learning-with-python/ |
|
MOOC |
All Levels |
Samet Aydın |
February 17, 2021 |
| 423 |
Data Science |
Complete Data Science Training: Mathematics, Statistics, Python, Advanced Statistics in Python, Machine & Deep Learning |
https://www.udemy.com/course/the-data-science-course-complete-data-science-bootcamp/ |
|
MOOC |
All Levels |
Samet Aydın |
February 17, 2021 |
| 424 |
A Single Equation that Rules the World |
The equation connects neuron firing, fluid convection, the Mandelbrot set and so much more and will definitely change your view of this world. |
https://medium.com/cantors-paradise/a-single-equation-that-rules-the-world-7673d4e5c359 |
|
Article |
All Levels |
Joanna Pol |
February 18, 2021 |
| 425 |
Statistics the complete mini course |
Statistics the complete mini course |
https://decision.substack.com/p/statistics-the-complete-mini-course |
|
Article |
Beginner |
Joanna Pol |
February 18, 2021 |
| 426 |
Analytics: The complete minicourse |
Analytics: The complete minicourse |
https://decision.substack.com/p/analytics-the-complete-minicourse |
|
Article |
Beginner |
Joanna Pol |
February 18, 2021 |
| 427 |
Machine Learning |
Machine Learning Glossary - Google |
https://developers.google.com/machine-learning/glossary |
|
Cheat Sheets,Notes |
All Levels |
Christina Loiacono |
February 19, 2021 |
| 428 |
Rules of Machine Learning: Best Practices for ML Engineering ~ Martin Zinkevich |
This document is intended to help those with a basic knowledge of machine learning get the benefit of best practices in machine learning from around Google. It presents a style for machine learning, similar to the Google C++ Style Guide and other popular guides to practical programming. If you have taken a class in machine learning, or built or worked on a machine-learned model, then you have the necessary background to read this document. |
|
ML rules (https://dl.airtable.com/.attachments/d141da9308121074804d9505f1e174f9/695daf79/MLrules) |
Book,Tips,Notes,Tutorial |
Intermediate |
Nibz.Ka |
February 20, 2021 |
| 429 |
Computer Vision |
MR-CNN & S-CNN — Multi-Region & Semantic-aware CNNs |
https://media-exp1.licdn.com/dms/document/C4E1FAQGUNN-on5OsrA/feedshare-document-pdf-analyzed/0/1613828183159?e=1613937600&v=beta&t=hKRXs-6tqXCANKwUSDRpKMBaSgWomb8Y-dK7LIdGHrE |
|
Notes,Cheat Sheets |
Intermediate |
Samet Aydın |
February 20, 2021 |
| 430 |
Java |
Spring boot request routing example |
https://javadeveloperzone.com/spring-boot/spring-boot-request-routing-example/ |
|
Cheat Sheets,Notes |
All Levels |
Samet Aydın |
February 20, 2021 |
| 431 |
Python |
How to Make Out-of-Sample Forecasts with ARIMA in Python |
https://machinelearningmastery.com/make-sample-forecasts-arima-python/ |
|
Tutorial,Notes |
Beginner |
Samet Aydın |
February 20, 2021 |
| 432 |
Java |
Java Programming and Software Engineering Fundamentals Specialization |
https://www.coursera.org/specializations/java-programming |
|
Other |
Beginner |
Samet Aydın |
February 21, 2021 |
| 433 |
C |
Programming Fundamentals |
https://www.coursera.org/learn/programming-fundamentals |
|
Other |
Beginner |
Samet Aydın |
February 21, 2021 |
| 434 |
Data Science |
Data Science In 5 Minutes |
https://www.youtube.com/watch?v=X3paOmcrTjQ |
|
Video,Tutorial |
Beginner |
Samet Aydın |
February 21, 2021 |
| 435 |
Data Science |
Data Science Full Course - Learn Data Science in 10 Hours |
https://www.youtube.com/watch?v=-ETQ97mXXF0 |
|
Tutorial,Video |
All Levels |
Samet Aydın |
February 21, 2021 |
| 436 |
Data Analytics |
Data Analytics For Beginners |
https://www.youtube.com/watch?v=fWE93St-RaQ |
|
Tutorial,Video,MOOC |
Beginner |
Samet Aydın |
February 21, 2021 |
| 437 |
Machine Learning |
ML in 100 days |
https://github.com/rohit077/100_Days_of_ML |
|
GitHub,Tutorial |
All Levels |
Samet Aydın |
February 21, 2021 |
| 438 |
Machine Learning |
Imbalanced data in classification |
https://miro.medium.com/max/875/1*wEniP5HewaUSHeIF1_bEiw.png |
|
Cheat Sheets |
Intermediate |
Samet Aydın |
February 21, 2021 |
| 439 |
Machine Learning |
Bayes Theorem |
https://miro.medium.com/max/875/1*YS0HjCoJw3kByQxqUJORHA.png |
|
Cheat Sheets |
Beginner |
Samet Aydın |
February 21, 2021 |
| 440 |
Machine Learning |
Regression Analysis |
https://miro.medium.com/max/875/1*e2I9QkHaZ0Vb0ILeemMbcQ.png |
|
Cheat Sheets |
Intermediate |
Samet Aydın |
February 21, 2021 |
| 441 |
ML Modelling |
Loan Repayment ML Modeling |
https://towardsai.net/p/machine-learning/loan-repayment-ml-modeling |
|
Notes,Tutorial |
All Levels |
Samet Aydın |
February 21, 2021 |
| 442 |
Math |
Math skills for data science |
https://towardsai.net/p/data-science/basic-math-skills-for-data-science |
|
Notes,Tips |
Beginner |
Samet Aydın |
February 21, 2021 |
| 443 |
Python |
Fully Explained K-Nearest Neighbors with Python |
https://towardsai.net/p/artificial-intelligence/fully-explained-k-nearest-neighbors-with-python |
|
Tutorial,Notes |
Intermediate |
Samet Aydın |
February 21, 2021 |
| 444 |
Data Science |
Introduction to Data Science |
https://nathancarter.github.io/MA346-course-notes/_build/html/chapter-1-intro-to-data-science.html |
|
Tutorial,Tips,GitHub |
|
Samet Aydın |
February 21, 2021 |
| 445 |
Data Science |
Lecture Notes |
https://www.datasciencecourse.org/lectures/ |
|
Tutorial,Notes |
All Levels |
Samet Aydın |
February 21, 2021 |
| 446 |
Data Science |
Introduction to Data Science |
https://courses.helsinki.fi/sites/default/files/course-material/4537296/IntroDS-01.pdf |
|
Notes |
Beginner |
Samet Aydın |
February 21, 2021 |
| 447 |
Interview Prepartion Data Science |
Repo for interview questions as well as tutorials link |
https://github.com/krishnaik06/Interview-Prepartion-Data-Science |
|
GitHub,Tips |
|
Joanna Pol |
February 21, 2021 |
| 448 |
Adopting the power of conversational UX |
Adopting the power of conversational UX |
https://www2.deloitte.com/content/dam/Deloitte/nl/Documents/financial-services/deloitte-nl-fsi-chatbots-adopting-the-power-of-conversational-ux.pdf |
|
Article |
Intermediate |
Joanna Pol |
February 21, 2021 |
| 449 |
Data Engineering |
We Don’t Need Data Scientists, We Need Data Engineers |
https://www.kdnuggets.com/2021/02/dont-need-data-scientists-need-data-engineers.html |
|
Article |
All Levels |
Samet Aydın |
February 22, 2021 |
| 450 |
Data Science |
Must-have Chrome Extensions For Machine Learning Engineers And Data Scientists |
https://pub.towardsai.net/must-have-chrome-extensions-for-machine-learning-engineers-and-data-scientists-5968bda69ee |
|
Article |
Advance |
Samet Aydın |
February 22, 2021 |
| 451 |
Data Mining |
Using Twitter Rest APIs in Python to Search and Download Tweets in Bulk |
https://towardsai.net/p/programming/using-twitter-rest-apis-in-python-to-search-and-download-tweets-in-bulk |
|
Article |
All Levels |
Samet Aydın |
February 22, 2021 |
| 452 |
Data Science |
Book Advise |
https://pub.towardsai.net/best-data-science-books-free-and-paid-data-science-book-recommendations-b519046dcca5 |
|
Article |
All Levels |
Samet Aydın |
February 22, 2021 |
| 453 |
Computer Vision |
How Computer Vision Works |
https://www.youtube.com/watch?v=OcycT1Jwsns |
|
Video |
Beginner |
Samet Aydın |
February 22, 2021 |
| 454 |
Neural Networks |
How Neural Networks Work |
https://www.youtube.com/watch?v=JrXazCEACVo |
|
Video |
Beginner |
Samet Aydın |
February 22, 2021 |
| 455 |
Several Tutorials Notebooks for Python |
The notebooks are about Data Science, EDA, ML, DL, CNNs, RNNs, etc., and some libraries such as seaborn and PyTorch |
https://www.kaggle.com/kanncaa1/notebooks |
|
Tutorial,Other |
Beginner |
Hatice Koc |
February 22, 2021 |
| 456 |
Data Science |
Cheat Sheet |
https://media-exp1.licdn.com/dms/document/C4E1FAQFMW_Wk8lujZg/feedshare-document-pdf-analyzed/0/1614014309708?e=1614171600&v=beta&t=2TyvnGpfs7WVVxDBYlJOSsiqvwsxHOxpuvlRtXJWBVs |
|
Cheat Sheets |
All Levels |
Samet Aydın |
February 23, 2021 |
| 457 |
R Programming |
Cheat Sheet |
https://media-exp1.licdn.com/dms/document/C561FAQEcIATCMRHbhg/feedshare-document-pdf-analyzed/0/1614076875452?e=1614164400&v=beta&t=zTfr4ib-sHf4A5Vm3BY_7AjVhMxsp7UIErLLBOQgiAc |
|
Cheat Sheets |
All Levels |
Samet Aydın |
February 23, 2021 |
| 458 |
Git |
Cheat Sheet |
https://media-exp1.licdn.com/dms/image/C4E22AQGoZgxl4dpdAQ/feedshare-shrink_1280/0/1614038640457?e=1617235200&v=beta&t=Sm6K1u3StK0xcCnIm5iF-LIIeoigMqpVyPOsJjPOdKI |
|
Cheat Sheets |
Intermediate |
Samet Aydın |
February 23, 2021 |
| 459 |
Data Science, Machine Learning Projects |
This Repository is divided into four main parts. 1) Roadmap 2) Free online Courses 3) 500+ Datascience Projects 4) 100+ Free Machine Learning Books. |
https://github.com/therealsreehari/Learn-Datascience-for-Free |
|
GitHub,Other |
All Levels |
Joanna Pol |
February 24, 2021 |
| 460 |
Numeric Analysis |
The Gauss-Seidel Method |
https://www.youtube.com/watch?v=F6J3ZmXkMj0 |
|
Video |
Beginner |
Samet Aydın |
February 25, 2021 |
| 461 |
Web Developping |
The only course you need to learn web development - HTML, CSS, JS, Node, and More! |
https://www.udemy.com/course/the-web-developer-bootcamp/ |
|
Other,Tutorial |
All Levels |
Samet Aydın |
February 25, 2021 |
| 462 |
Machine Learning |
100+ Machine Learning Algorithms |
https://media-exp1.licdn.com/dms/image/C4D22AQG3LG2SqZ8E9Q/feedshare-shrink_1280/0/1614100376530?e=1617235200&v=beta&t=geLOBBiSjt125403VJyqPd6aOb61emC8pE09kJZ0UTU |
|
Cheat Sheets |
All Levels |
Samet Aydın |
February 25, 2021 |
| 463 |
Machine Learning |
A Brief Introduction to Machine Learning for Engineers |
https://media-exp1.licdn.com/dms/document/C561FAQFJ0-puoAfYTg/feedshare-document-pdf-analyzed/0/1614152405326?e=1614290400&v=beta&t=ZktTo0Y1UurL8rrFscbO5CTlZvbzSy5sojoNRBMBLAw |
|
Book,Other,Tips,Tutorial |
Advance |
Samet Aydın |
February 25, 2021 |
| 464 |
Machine Learning |
Predicting Hard Drive Failure with Machine Learning |
https://datto.engineering/post/predicting-hard-drive-failure-with-machine-learning |
|
Article |
All Levels |
Samet Aydın |
February 25, 2021 |
| 465 |
Data Science |
Getting Started with Data Science: Making Sense of Data with Analytics |
https://media-exp1.licdn.com/dms/document/C4D1FAQH78yvL3gCIZQ/feedshare-document-pdf-analyzed/0/1614231479180?e=1614340800&v=beta&t=lpm8yBWYLzjaLiqjP-n4Pr-JeJrFSl8VBC4_CzCXPm8 |
|
Book |
Beginner |
Samet Aydın |
February 25, 2021 |
| 466 |
The Art of Data Science |
A guide for anyone who works with data |
|
artofdatascience.pdf (https://dl.airtable.com/.attachments/40a4e7c9159b9e1c799c7935b59149dd/a5acb331/artofdatascience.pdf) |
Book,Other |
All Levels |
Joanna Pol |
February 25, 2021 |
| 467 |
ML trends 2021 |
5 Trends to know in artificial intelligence and machine learning for 2021 |
https://medium.com/codex/5-trends-to-know-in-artificial-intelligence-and-machine-learning-for-2021-53de3c7430e6 |
|
Article |
All Levels |
Joanna Pol |
February 25, 2021 |
| 468 |
AI, ML, trends for 2021 |
5 Trends to know in Artificial Intelligence and Machine Learning for 2021 |
https://medium.com/codex/5-trends-to-know-in-artificial-intelligence-and-machine-learning-for-2021-53de3c7430e6 |
|
Article |
All Levels |
Joanna Pol |
February 25, 2021 |
| 469 |
AI for Frontend Developers |
Answers to the questions: how is AI different from traditional software development? how can AI help frontend devs? how can frontend devs get started? |
https://rangle.io/blog/ai-for-frontend-developers/ |
|
Article |
Intermediate |
Joanna Pol |
February 25, 2021 |
| 470 |
Machine Learning |
20+ Machine Learning Datasets & Project Ideas |
https://analyticsindiamag.com/20-machine-learning-datasets-project-ideas/ |
|
Article |
All Levels |
Christina Loiacono |
February 25, 2021 |
| 471 |
How to build a facebook messenger chat bot from scratch |
How to build a facebook messenger chat bot from scratch, Udemy course |
ttps://www.udemy.com/course/how-to-build-a-facebook-messenger-chat-bot-from-scratch/?couponCode=B8C7797EF646B29AC830 |
|
Tutorial,Tips,Video,Other |
Intermediate |
Joanna Pol |
February 26, 2021 |
| 472 |
Learn Google Drive From Beginner to Advanced |
Learn Google Drive From Beginner to Advanced |
https://www.udemy.com/cart/success/523801722/ |
|
Tutorial |
Beginner |
Joanna Pol |
February 26, 2021 |
| 473 |
Data Science |
Cheat Sheet |
https://media-exp1.licdn.com/dms/document/C511FAQESJgIfAdPi3w/feedshare-document-pdf-analyzed/0/1556444128569?e=1614463200&v=beta&t=2w1XhQ-PgqE5hZ0SPWbEemYjNCrJPYw25b-mBMNJb_Y |
|
Cheat Sheets |
All Levels |
Samet Aydın |
February 27, 2021 |
| 474 |
Python |
Time series |
https://media-exp1.licdn.com/dms/document/C511FAQHbDCFdDnLOYQ/feedshare-document-pdf-analyzed/0/1560513182474?e=1614463200&v=beta&t=fPQBoeNzTfNmGSuqCmuxNoxTvHELoWjIPfZPD4R4Tj4 |
|
Book,Tutorial,Notes |
All Levels |
Samet Aydın |
February 27, 2021 |
| 475 |
Go |
Design Patterns in Go |
https://medium.com/swlh/design-patterns-in-go-d90e7866deff |
|
Article |
Advance |
Samet Aydın |
February 27, 2021 |
| 476 |
Machine Learning |
140 Machine Learning Formulas |
https://media-exp1.licdn.com/dms/document/C4D1FAQHnsTOAI-uEoQ/feedshare-document-pdf-analyzed/0/1613973842552?e=1614463200&v=beta&t=fBWvSxUjTud7XPBVMFU1tK-gSTY73yCx1raQsQgH9_k |
|
Cheat Sheets,Tips |
All Levels |
Samet Aydın |
February 27, 2021 |
| 477 |
Python |
Python Cheat Sheet |
https://websitesetup.org/python-cheat-sheet/ |
|
Cheat Sheets |
All Levels |
Christina Loiacono |
February 27, 2021 |
