Fine-Tuning Large Language Models on Custom Data
Train foundation language models using custom document inputs with PyTorch and PEFT.
The Future of AI: Beyond the Hype
Explore the real impact of AI on web development, from planning to maintenance, through practical examples and insights from a developer's experience.
Introduction to Neural Networks in Python
Build and train a simple multi-layer perceptron neural network using PyTorch.
Understanding Convolutional Neural Networks for Vision
Learn how convolution kernels, pooling layers, and features map input images.
How Transformer Attention Mechanisms Work
An explanation of query, key, value matrix calculations inside self-attention layers.
Predictive Analytics with Random Forests
Build ensemble classification and regression decision trees using Scikit-Learn.
Building a Simple Linear Regression Model
Implement and plot standard linear regressions using Python and Scikit-Learn.
Natural Language Processing with Hugging Face
Execute sentiment analysis and text summarization using transformers pipelines in Python.
Introduction to Reinforcement Learning
Understand agent behaviors, reward policies, and Q-learning updates in virtual environments.