Join me on my journey as I dive deep into the world of modern frameworks and cutting-edge tech. Along the way, I'll be sharing everything I discover—from hard-won tips and tricks to distilled summary guides that break down complex topics. Let's learn, build, and grow our skills together.

Chat with Your Documents: How RAG Connects LLMs to Your Private Data
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Chat with Your Documents: How RAG Connects LLMs to Your Private Data

Explanation of what Retrieval-Augmented Generation (RAG) is, positioning it as a cost-effective way to connect large language models to private, up-to-date information.

• Sirish Gurung • 5 min read
Machine LearningRAGLLM

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Teaching an AI to Think: A Beginner's Guide to Reinforcement Learning

Teaching an AI to Think: A Beginner's Guide to Reinforcement Learning

A beginner's guide to Reinforcement Learning, focusing on the Q-Learning algorithm. The post details how to build and update a Q-Table, balancing exploration and exploitation to teach an agent through trial and error.

Sirish Gurung
5 min read
Machine LearningReinforcement Learning
Beyond Static Data: An Introduction to Recurrent Neural Networks (RNNs)

Beyond Static Data: An Introduction to Recurrent Neural Networks (RNNs)

A hands-on tutorial for building a text-generating AI using a Recurrent Neural Network (RNN). The guide covers everything from encoding the text and creating training sequences to building, training, and finally using the model to generate new, original text in a similar style.

Sirish Gurung
4 min read
Machine LearningNeural NetworksRNNs
Supercharge Your Image Classifier: An Intro to Transfer Learning

Supercharge Your Image Classifier: An Intro to Transfer Learning

A step-by-step tutorial on using transfer learning to build a highly accurate image classifier. It demonstrates how to load a pre-trained model (MobileNet V2), freeze its layers to preserve its learned knowledge, and then add and train a new custom classifier on top.

Sirish Gurung
3 min read
Machine LearningComputer VisionNeural Networks
Building Your First Image Classifier: A Deep Dive into CNNs

Building Your First Image Classifier: A Deep Dive into CNNs

A practical tutorial on building a Convolutional Neural Network (CNN) for image classification using the CIFAR-10 dataset. Walk through the entire workflow, from data preparation and model architecture design to training and evaluation.

Sirish Gurung
4 min read
Machine LearningNeural NetworksComputer VisionCNNs
From Pixels to Predictions: Building Your First Fashion Classifier with Keras

From Pixels to Predictions: Building Your First Fashion Classifier with Keras

A step-by-step walkthrough guide to create your first image classification model.

Sirish Gurung
5 min read
Machine LearningNeural Networks