I am a Machine Learning and Deep Learning Engineer, working and experimenting with NLP models for text classification and analysis. Humor documents are a funny area for experiments, I am working on it! I am a Blockchain Developer and Quantum computing Enthusiast. I am working and researching on some projects using Solidity for Ethereum and Hyperledger for blockchain Dapps, and Qiskit for Quantum algorithms development.
- NLP field applied to documents classification! Funny jokes classifications and generation experiments, and some work in the legal and financial domain. Using GPT-3 and knowledge graphs to improve information retrieval.
- Doing progress with crypto-trading system using predictive models.
- Building some Dapps with Solidity for pet’s care fundraising.
- Designing some innovative services in the Govtech area, doing government digital services easier and cheaper.
- Artificial Intelligence research oriented in the NLP field. Sentiment and humor detection are interesting areas.
- Quantum computing applications for Machine Learning.
- Blockchain Dapps and platforms.
with some nice project related to pet’s care, food waste and quality improvement, equality and inclusivity, and environment. If you know about something interesting, I have some time to work on it!
I am not good with social media! But if you want to know something about my professional track please check my LinkedIn account. https://www.linkedin.com/in/fer-bonilla/
Soon my personal page…..!
Spanish dataset for jokes classification and scoring prediction. The project include:
- Web scrapping for joke text collection (Python)
- Admin web app for text tagging, categorization, scoring and evaluation. (Python Django)
- Android App for user to read and score the jokes. (Android)
- BERT based model for text classification. (Python)
- BERT + GAN for conditional jokes generation. (Python)
Text analytics for more than 3 million documents for government biddings.
- Public databases used from datosbiertos.gov.co Colombian portal.
- Web scraping tools for extended information
- Text analysis to identify general topics in the contract’s description using BETO (Spanish BERT Model)
- Dash development for visualization and analysis (Dash + Python)
- OCR for information extraction from public contracts (Tesseract)
- Graph analysis for contractors (NetworkX + Python)
Colombia Oil and Gas production prediction with regression models.
- EDA using Python notebooks.
- Azure Data Factory for data load and preprocessing.
- Azure ML studio and Auto ML scripting development
- Data visualization with Tableau and PowerBI
- Bitcoin trading agent using Deep Learning ReAgent and Dopamine
- Bitcoin and Ethereum price charts detection (Pytorch)
- Price prediction with (Pytorch)
- Web scrapper with bitcoin related news (Python)
- Basic blockchain: Blockchain model based in node.js and Level DB with basic functionalities: Transactions, Transactions validations, UTx handling, Block validation, Block Mining, and messages with REST API.
- Pets care Dapp in Ethereum: Dapp for Pets identity and heath records management using Solidity smart contracts, Web3, Vue.js and Infura.
- Emeralds supply chain: Dapp example for emeralds supply chain management with solidity smart contracts, Web3, react and Infura.
- Course enrrollment and management: Dapp for course enrollment, payment, atendance controlling and certification for online courses using Solidity smart contracts, Web3, react and Infura.
- Flight delay insurance: Dapp project for flight delay insurance based in solidity oracles. Developed with Solidity smart contracts, Web3, react and Infura.
- Quantum deep learning using Qiskit
- Quantum criptography
- Quantum reinforcement Learning Implementation
- Deep Learning specialization
- GAN specialization
- NLP specialization
- AI for medicine
- Data Engineering with Google Cloud
- IBM Machine Learning Professional Certificate
- Google IT Automation with Python Professional Certificate
- Machine Learning with TensorFlow on Google Cloud Platform Specialization
Courses:
- Machine Learning
- Congnitive neurociencies
- Computational perception
- Research in Artificial Intelligence
- Reasoning and Automatic Planning
- Artificial cognitive systems
- Natural Language Processing
- NLP Nanodegree
- Deep Learning Nanodegree
- Deep Reinforcement Learning Nanodegree
- Machine Learning Nanodegree
- Artificial Intelligence Nanodegree
- Data Engineering Nadodegree
- Data Streaming Nanodegree
- Data Architect Nanodegree
- Azure DevOps Nanodegree
- Blockchain developer Nanodegree
- AWS Machine Learning
- Devops Machine Learning
- Artificial Intelligence (AI) Professional Certificate
- IBM Qiskit Summer School
- Quantum Computing fundamentals MIT-X
- Qubit by Qubit Introduction to Quantum Computing with IBM Quantum
- IBM Quantum MAchine Learning Summer School
- Quantum educator workshop - Google Quantum AI
- Quantum computing foundations - Microsoft
- Solidity developer
- Solidity Developer Bootcamp 2021
- Linux fundation Hyperledger Fabric development
- Cardano Plutus Smart Contracts development
- Polkadot Substrate Blockchain developer
- Hyperledger Besu Essentials Certification
- Iota Developer
- Scrum
- Kanban
- SAFE
- PMI-ACP
- Nexus
- LESS
- Design Thinking
- LEAN Sixsigma
- Arcitura DevOps certification
- DevOps Institute
- Microsoft Azure DevOps
- DASA DEVOPS Foundamentals
- DP-900 Microsoft Certified: Azure Data Fundamentals
- AI-900 Microsoft Certified: Azure AI Fundamentals
- AZ-900 Microsoft Certified: Azure Fundamentals
- DP-100 Microsoft Certified: Azure Data Scientist Associate
- DP-203 Microsoft Certified: Azure Data Architect
- PhD (Candidate) Computer Science.
- Blockchain and Digital Cryptocurrencies Master
- Artificial Intelligence Master
- MBA - Innovation management
- Agile project Management Diploma
- Technology management PGP
- Computer Science B.S.