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Hi there ๐Ÿ‘‹ My name is Fernando

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.



Languages and Tools

Languages

Python JavaScript Solidity Julia Java

Development Frameworks

Nodejs Django vuejs Nodejs FastAPI GraphQL

Relational Databases

PostgreSQL MySQL Oracle SQL Server RedShift

NoSQL

MongoDB Cassandra Redis CosmosDB

Data Engineering

Airflow Spark Kafka

Machine Learning and Deep Learning

Airflow Spark Tensorflow Pytorch Jupyter

Cloud Platforms

Amazon AWS Microsoft Azure GCP

Blockchain

Ethereum Hyperledger

Quantum Computing development

Qiskit

Versioning

Git GitHub


About me!

๐Ÿง‘โ€๐Ÿ’ป Iโ€™m currently working on

  • 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 petโ€™s care fundraising.
  • Designing some innovative services in the Govtech area, doing government digital services easier and cheaper.

๐Ÿง‘โ€๐Ÿš€ I like to learn new things every day. I am interested in these areas:

  • 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.

๐Ÿ‘จโ€๐Ÿซ I want to collaborate

with some nice project related to petโ€™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!

๐Ÿ“ซ How to reach me: ...

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 pageโ€ฆ..!

Fun fact: While more you learn, less you know.

Some of my projects.

Deep Learning and Machine Learning

Jokes classification and scoring

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 contractโ€™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)

Oil and gas production projections with Azure ML

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 with Reinforcement learning

  • 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)

Blockchain

  • 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 computing

  • Quantum deep learning using Qiskit
  • Quantum criptography
  • Quantum reinforcement Learning Implementation

# Courses and material

Coursera

  • 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

Udacity

EDX

  • Artificial Intelligence (AI) Professional Certificate

Quantum computing course and labs

  • 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

Blockchain Development

  • 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

AGILE, SCRUM and SAFE

  • Scrum
  • Kanban
  • SAFE
  • PMI-ACP
  • Nexus
  • LESS
  • Design Thinking
  • LEAN Sixsigma

DEVOPS

  • Arcitura DevOps certification
  • DevOps Institute
  • Microsoft Azure DevOps
  • DASA DEVOPS Foundamentals

Microsof Azure Certifications

  • 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

๐Ÿ‘จโ€๐ŸŽ“ Studies and grades

  • 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.

Github Stats


Fernando Bonilla's Projects

acamica-ds icon acamica-ds

Archivos del curso de Datascience de Acรกmica

automatic-jokes-generation icon automatic-jokes-generation

This project explores the concepts and challenges in the computational humor field applied to automatic jokes generation problems.

dogs-id-dapp icon dogs-id-dapp

Prototype for decentralized ID for dogs with blockchain

flightsurety-ethdapp-insurance icon flightsurety-ethdapp-insurance

This Project explores the development a Ethereum blockchain based Dapp to manage smart contracts for delay insurance for passengers.

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