Venelin Valkov Courses

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

6 reviews

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

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

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

1 review

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
• On-Demand
• Free Video

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

1 review

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
• On-Demand
• Free Video

Exploring the ChatGPT API with Python - Multiple Completions, Max Tokens, Temperature

Learn to use ChatGPT API with Python: create requests, manage conversations, explore multiple completions, adjust temperature, and count tokens using tiktoken. Perfect for beginners and those looking to expand their skills.

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

Build Your First Model with PyTorch and Python - PyTorch Tutorial for Beginners

Learn to implement a Simple Linear Regression model using PyTorch, covering data exploration, model creation, tensor conversion, training, and prediction analysis in this beginner-friendly tutorial.

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

Deploy LayoutLMv3 for Document Classification Using Streamlit, Transformers, and HuggingFace Spaces

Learn to deploy LayoutLMv3 for document classification using Streamlit and HuggingFace Spaces. Covers model loading, input preparation, and classification process, resulting in a functional demo app.

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

Mastering PyTorch Tensors- The Ultimate Guide for Beginners

Comprehensive guide to PyTorch tensors: creation, types, operations, indexing, reshaping, and data handling. Essential for beginners in machine learning and deep learning projects.

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

Machine Learning Engineer Mock Interview for Meta with ChatGPT

Simulated machine learning engineer interview using ChatGPT, covering key ML concepts, coding tasks, and system design. Explores AI's ability to handle technical questions and practical scenarios.

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

Getting Started with PyTorch Lightning for Deep Learning

Explore PyTorch Lightning for easier Deep Learning projects, using Google's GoEmotions dataset to build an emotion classification model with practical coding examples.

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

Multivariate Time Series Forecasting with LSTM Using PyTorch and PyTorch Lightning - ML Tutorial

Learn to build and train an LSTM Deep Neural Network for Bitcoin price prediction using multivariate time series data, PyTorch, and PyTorch Lightning. Covers dataset creation, model building, and prediction analysis.

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

Create YOLO Dataset for Custom Object Detection Using OpenCV, PyTorch, and Python Tutorial

Learn to create custom datasets for YOLOv5 object detection, focusing on clothing items in images using OpenCV, PyTorch, and Python. Includes dataset preparation, format conversion, and file structure explanation.

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

3D Photo Inpainting Python Tutorial - Turn Any Picture Into 3D Photo with Machine Learning

Learn to create stunning 3D photos from regular images using machine learning and Python. Explore the process of 3D photo inpainting, from setup to final results, in this hands-on tutorial.

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

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