Venelin Valkov's Projects
Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, Fine-tuning Llama 3 & AI Agents (CrewAI)
Build a simple Convolutional Neural Network with TensorFlow.js and use it to classify images of Aliens and Predators
Playground for Bayesian/MCMC experiments/examples mostly using PyMC 3
The No BS guide to get strong, lose fat and build muscle
Use TensorFlowโs Object Detection model (COCO-SSD) to detect intruders from images and webcam feeds
iPython notebook and pre-trained model that shows how to build deep Autoencoder in Keras for Anomaly Detection in credit card transactions data
Streamlit application that leverages ChatGPT and LangChain to analyze tweet sentiment from selected Twitter authors.
University related project
Customer churn prediction using Neural Networks with TensorFlow.js
Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)
Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers by Hugging Face and PyTorch
Build Deep Neural Network model in Keras and deploy a REST API to production with Flask on Google App Engine
Fun puzzle game for iOS/Android written in Cocos2d-x
LangChain & Prompt Engineering tutorials on Large Language Models (LLMs) such as ChatGPT with custom data. Jupyter notebooks on loading and indexing data, creating prompt templates, CSV agents, and using retrieval QA chains to query the custom data. Projects for using a private LLM (Llama 2) for chat with PDF files, tweets sentiment analysis.
Tutorial on the basics of TensorFlow.js in the browser. Includes Tensors, visualization with tfjs-vis and building a simple model.
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BER
Puzzle game (similar to Flow) for iOS/Android written in Cocos2d-x
www.hackerrank.com submissions
Tutorials on how to engineer Machine Learning projects using Deep Neural Networks with PyTorch and Python
my solutions to the 99 haskell problems http://www.haskell.org/haskellwiki/H-99:_Ninety-Nine_Haskell_Problems
Threaded painting using Java and Swing - University related project
Stats learning playground