Venelin Valkov Courses

Object Detection on Custom Dataset with YOLO - Fine-Tuning with PyTorch and Python Tutorial

7 ratings

Fine-tune YOLO v5 for custom object detection using PyTorch. Learn model installation, training, evaluation, and application on a clothing dataset.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

DeepSeek Coder- AI Writes Code - LLM For Code Generation Beats ChatGPT, ChatDev & Code Llama

2 ratings

Explore DeepSeek Coder's capabilities in coding tasks, from simple functions to complex problems and app development. Compare its performance to other AI models in various programming scenarios.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Build Powerful AI Agents with ChatGPT-GPT-4 - Python Tutorial for Cryptocurrency Analysis

1 rating

Explore AutoGen for creating AI agents with LLMs. Learn to build a stock price analyzer and a multi-agent system for cryptocurrency analysis using Python and GPT models.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Build 100% Local AI Agent to Chat with Your Files - Private AI Knowledge Base with MCP and RAG

1 rating

Discover how to build CogVault, a completely local AI agent that chats with your PDFs and documents using Qwen3, MCP tools, RAG, and Streamlit without cloud dependency.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Evaluate LayoutLMv3 for Document Classification - Save & Load Model to HuggingFace Hub

1 rating

Learn to evaluate LayoutLMv3 for document classification, save and load models to HuggingFace Hub, and analyze performance using confusion matrices in this hands-on tutorial.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Local Llama 3.2 (3B) Tutorial - Summarization, Structured Text Extraction, and Data Labelling

1 rating

Explore Llama 3.2 (3B) on Ollama for summarization, data extraction, and labeling. Learn setup, coding, and practical applications in this hands-on tutorial.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Advanced AI Agents for Cryptocurrency Market Analysis with LangGraph

Build a cryptocurrency analysis system with AI agents using LangGraph. Create agents to analyze markets, fetch data, search news, and generate comprehensive reports on Bitcoin, Ethereum, and Solana.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

AI Agents with LangGraph and Llama 3 - Controlling Execution Flow and State in Agent Apps

Learn to create complex AI agent workflows using LangGraph, controlling execution flow and state. Build a habit tracker app with custom tools and explore advanced LLM application development techniques.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

RAG from Scratch with Llama 3.1 - Building a Custom Data Chatbot

Hands-on tutorial for building a RAG system from scratch using Llama 3.1, Groq API, Sqlite-vec, and FastEmbed. Learn to create a chatbot with custom data without external libraries.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

LLM Function Calling with Llama 3 - Tool Choice, Argument Mapping, and Groq Llama 3 Tool Use

Learn to empower Llama 3 with function calling capabilities, enabling it to operate a habit-tracking app. Explore tool choice, argument mapping, and practical implementation using Groq's Llama 3 model.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Local RAG with Llama 3.1 for PDFs - Private Chat with Documents using LangChain and Streamlit

Build a local RAG system for PDFs using LLMs, LangChain & Streamlit. Extract text, create vector stores, implement advanced retrieval, and integrate local/remote LLMs for efficient document processing.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Build Web Scraper with Llama 3.1 - Get Structured Data by Scraping Web Content with AI

Learn to build a web scraper using Llama 3.1 AI to extract structured data from web pages. Create Pydantic models from markdown content, ideal for developers seeking efficient data extraction techniques.

• YouTube
• 16 minutes
• Self-Paced
• Free Video

Flux-1 Dev - Photorealistic Image Generation Tutorial Using LoRA Adapters

Learn to generate photorealistic images using Flux-1 (Dev) model and LoRA adapters. Explore setup, inference steps, guidance, and output variety in this hands-on tutorial using Google Colab.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Fine-Tuning Llama 3 on a Custom Dataset for RAG Q&A - Training LLM on a Single GPU

Learn to fine-tune Llama 3 on custom datasets for improved LLM performance in specific tasks, using a single GPU. Covers dataset preparation, model setup, training, and evaluation.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Zephyr 7B Beta - Comparing a 7B LLM with 70B Models

Explore Zephyr 7B Beta's performance against larger models through paper review and hands-on Google Colab tutorial. Learn setup, prompting, and practical applications in math, coding, and data tasks.

• YouTube
• 21 minutes
• Self-Paced
• Free Video