Venelin Valkov Courses

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Pandas Tutorial for Beginners - Data Analysis for Machine Learning with Python

Learn essential Pandas operations for effective data analysis in Python, including handling missing values, manipulating columns, and basic plotting techniques.

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

Build a Neural Network with Python Tutorial - Deep Learning with PyTorch

Learn to build, train, and evaluate a neural network for weather prediction using PyTorch. Covers data preprocessing, model architecture, GPU acceleration, and practical applications.

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

What Is a Neural Network? - Machine Learning for JavaScript Hackers with TensorFlow.js

Explore neural networks, perceptrons, and sigmoid neurons using TensorFlow.js. Learn about activation functions, network architecture, and weight initialization for machine learning in JavaScript.

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

Predicting Diabetes with Logistic Regression in TensorFlow.js - Deep Learning for JavaScript Hackers

Learn to build and train logistic regression models in TensorFlow.js for diabetes prediction. Covers data visualization, dataset creation, model evaluation, and advanced techniques.

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

Fine-Tuning LLM with QLoRA on Single GPU - Training Falcon-7b on ChatBot Support FAQ Dataset

Learn to fine-tune Falcon-7b LLM on a custom dataset using QLoRA. Covers model loading, LoRA adapter implementation, fine-tuning, progress monitoring, and performance evaluation on chatbot support FAQs.

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

GPT4All - Run on GPU in Google Colab Notebook

Learn to run GPT4All, a free ChatGPT-like model, on Google Colab. Explore setup, prompts, and comparisons with ChatGPT in this hands-on tutorial.

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

Alpaca & LLaMA - Can it Compete with ChatGPT?

Explore Stanford Alpaca's capabilities, learn inference techniques, and compare its performance to ChatGPT in this step-by-step tutorial on setting up and optimizing the model.

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

Build a Neural Network for Classification from Scratch with PyTorch

Learn to build a neural network for classification using PyTorch, covering data preparation, network structure, and implementation. Gain hands-on experience in deep learning fundamentals.

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