Venelin Valkov Courses

Reproducible Machine Learning and Experiment Tracking Pipeline with Python and DVC

Learn to build reproducible machine learning pipelines using Python and DVC. Track experiments, manage data versions, and compare model metrics for improved ML workflow efficiency.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Deploy with FastAPI - Sentiment Analysis with BERT Using Huggingface, PyTorch, and Python Tutorial

Learn to deploy a pre-trained BERT model for sentiment analysis as a REST API using FastAPI, PyTorch, and Hugging Face. Covers project setup, API creation, model integration, and real-time predictions.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Sentiment Analysis with BERT Using Huggingface, PyTorch, and Python Tutorial

Learn to build a sentiment classification model using BERT, Hugging Face, and PyTorch. Covers BERT basics, fine-tuning for sentiment analysis, model training, evaluation, and prediction from raw text.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Sentiment Analysis with BERT Using Huggingface, PyTorch and Python Tutorial

Learn text preprocessing for sentiment analysis using BERT, Hugging Face, and PyTorch. Covers tokenization, padding, attention masks, dataset creation, and data splitting for NLP tasks.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Data Visualization Tutorial for Beginners with Matplotlib in Python - Exploratory Data Analysis

Explore fundamental data visualization techniques using Matplotlib and Seaborn in Python. Learn to create histograms, box plots, violin plots, bar charts, line charts, scatter plots, and more for effective exploratory data analysis.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Transfer Learning for Image Classification with PyTorch & Python Tutorial - Traffic Sign Recognition

Learn to classify traffic signs using transfer learning with PyTorch. Explore data, build datasets, train a pre-trained ResNet model, evaluate performance, and make predictions on new images.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

LSTM Time Series Prediction Tutorial Using PyTorch in Python - Coronavirus Daily Cases Forecasting

Learn to forecast Coronavirus cases using LSTM and PyTorch. Covers data preprocessing, model building, training, evaluation, and future predictions with real-world time series data.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

OpenCV Python Tutorial for Beginners - Image Processing for Computer Vision & Deep Learning

Comprehensive guide to image processing with OpenCV in Python, covering essential techniques from basic operations to advanced manipulations for computer vision applications.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Long Sequence Modeling with up to 8K Tokens - Overview, Dataset & Google Colab Code

Explore XGen-7B's capabilities in long sequence modeling, including performance on NLP tasks, code generation, and document comprehension. Hands-on demo using Google Colab.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Customer Support Chatbot Using Custom Knowledge Base with LangChain and Private LLM

Build a customer support chatbot using custom knowledge, LangChain, and a private LLM. Learn to create, embed data, and implement conversational and QA chains for real-time responses on a single GPU.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Build ChatGPT Chatbots with LangChain Memory - Understanding and Implementing Memory in Conversations

Explore different memory types for ChatGPT chatbots using LangChain, including buffer, summary, window, and vectorstore memory. Learn implementation techniques for coherent conversations.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Analyzing Cryptocurrency Sentiment on Twitter with LangChain and ChatGPT

Learn to analyze cryptocurrency sentiment on Twitter using LangChain and ChatGPT. Create custom prompts, integrate with LLMChain, and build a Streamlit app for real-time sentiment analysis.

• YouTube
• 24 minutes
• On-Demand
• Free Video

LangChain Models- ChatGPT, Flan Alpaca, OpenAI Embeddings, Prompt Templates & Streaming

Explore LangChain's capabilities with chat models, embeddings, and prompt templates. Learn to enhance responses and stream output for efficient language model integration.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Chat with Multiple PDFs Using Llama 2 and LangChain - Use Private LLM and Free Embeddings for QA

Learn to build a chatbot using Llama 2 and LangChain to answer questions from multiple PDFs. Explore private LLM integration, vector stores, and efficient document retrieval techniques.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Mastery List GPT- Chat with Your ToDo List - Time Management and Habits with ChatGPT and LangChain

Learn to build a Streamlit app for habit scheduling using ChatGPT and LangChain. Integrate Google Sheets, implement efficient prompts, and create an interactive schedule interface for effective time management.

• YouTube
• 22 minutes
• On-Demand
• Free Video