Insights & Tutorials

Deep dives into AI engineering, LLMs, and system design. The place you come for copium that AI won't replace you. Until it does.

Better Context for your RAG with Contextual Retrieval
Sep 28, 2024

Better Context for your RAG with Contextual Retrieval

What if your chunks in RAG were providing better context? Let's explore how to use contextual retrieval to enhance your RAG systems.

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Flux.1-Dev - Photorealistic (and Cute) Images
Sep 1, 2024

Flux.1-Dev - Photorealistic (and Cute) Images

Did you have trouble making great images with AI? Maybe you were using the wrong model.

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Experiment Tracking with DVC
Apr 7, 2024

Experiment Tracking with DVC

In the realm of machine learning, managing and tracking experiments can swiftly become a complex task, especially as projects scale. The introduction of tools like DVC (Data Version Control) has been a game-changer, allowing developers and data scientists to automate and streamline this process.

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CryptoGPT: Crypto Twitter Sentiment Analysis
Dec 26, 2023

CryptoGPT: Crypto Twitter Sentiment Analysis

Welcome to the CryptoGPT tutorial! In this tutorial, we'll dive into a fascinating project that combines Streamlit, ChatGPT, and LangChain to analyze the sentiment of tweets related to cryptocurrencies. By utilizing Streamlit, we'll create a user-friendly interface that allows us to interact with our sentiment analysis application effortlessly.

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Faster LLM Inference
Jun 11, 2023

Faster LLM Inference

Can you optimize the inference time of your LLM? How? Let's explore strategies to enhance the inference speed of your LLM.

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Document Classification with LayoutLMv3
Mar 24, 2023

Document Classification with LayoutLMv3

Fine-tune a LayoutLMv3 model using PyTorch Lightning to perform classification on document images with imbalanced classes. You will learn how to use Hugging Face Transformers library, evaluate the model using confusion matrix, and upload the trained model to the Hugging Face Hub. The tutorial also covers installing and using various libraries like EasyOCR, and Torchmetrics. A complete Jupyter (Google Colab) notebook included.

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