Refactoring - Managing Technical Debt Before It Blows Up in Your Face
Develop a framework for addressing technical debt effectively, ensuring long-term software sustainability and preventing future crises.
The Missing Chapter in the CI Playbook: Database Schema Change Management
Discover effective strategies for managing database schema changes in CI pipelines, focusing on safety, automation, and modern patterns for evolving data models while maintaining stability.
Building 1300 Container Images in 4 Minutes - Optimizing CI/CD with BwoB
Discover how Stripe optimized container image building using BwoB technology, achieving rapid deployment of 1300+ images while minimizing storage requirements and enhancing CI/CD efficiency.
Ready, Set, Go... Where? - Managing Software Deployment Across Multiple Environments
Discover effective patterns for managing software configurations across multiple deployment environments, ensuring reliable execution and preventing costly misconfigurations in modern web applications.
Hyperparameter Optimization and Algorithm Configuration from a Black-Box Optimization Perspective
Explore dynamic algorithm configuration and hyperparameter optimization approaches, comparing AutoML and black-box optimization methods for efficient, adaptive parameter tuning.
Generating Well-Typed Terms That Are Not "Useless"
Explore a novel algorithm for generating well-typed lambda terms that use their arguments effectively, improving random testing of functional language compilers.
Fusing Direct Manipulations into Functional Programs
Explore a novel framework for bidirectional live programming that fuses direct manipulations into functional programs, enabling code-insensitive output modifications and automatic source code updates.
Build a Developer's Linux Workstation - Complete Guide
Comprehensive guide to building a Linux workstation for developers, covering hardware assembly, OS installation, and setup of essential development tools, IDEs, and productivity software.
Open Pretrained Transformer - ML Coding Series
Deep dive into OPT-175B codebase, covering setup, training script, model construction, CUDA kernels, and mixed precision training concepts for large language models.
Machine Learning with Flax - From Zero to Hero
Comprehensive guide to Flax, a JAX-based ML library. Learn basics, custom models, optimization, and practical examples like linear regression and CNN on MNIST. Ideal for ML enthusiasts.
How to Do Stable Diffusion Textual Inversion - Text Embeddings by Automatic1111 Web UI Tutorial
Comprehensive guide to Stable Diffusion Textual Inversion: training process, settings optimization, dataset preparation, and embedding usage for personalized AI image generation.
Build a Grammar Correction Python App with Gramformer and Gradio
Learn to create a Python app for grammar correction using Gramformer and Gradio. Develop skills in deep learning, natural language processing, and app deployment for improved writing assistance.
Automate Stocks and Crypto Research with Python and Deep Learning - Full Python Project
Learn to automate stock and crypto research using Python, web scraping, and deep learning. Build a pipeline to gather, summarize, and analyze financial news for various assets.
Descending Through a Crowded Valley - Benchmarking Deep Learning Optimizers
Comprehensive analysis of popular deep learning optimizers, comparing performance across tasks and providing evidence-based recommendations for algorithm selection and parameter tuning.
Getting Started with Python Deep Learning for Beginners
Learn to set up Python, Jupyter, and TensorFlow for deep learning. Create environments, configure GPU, and train an image classifier. Perfect for beginners starting their deep learning journey.
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.
SQL Server Reporting Services - Data Analysis Beginner Tutorial
Learn to create, configure, and deploy data-driven reports using SQL Server Reporting Services. Master data sources, datasets, and paginated reports in both Report Builder and Visual Studio.
MLOps 101 - A Practical Tutorial on Creating a Machine Learning Project with DagsHub
Step-by-step tutorial on using DagsHub for machine learning projects, covering project creation, environment setup, remote storage configuration, version control, experiment tracking, and hypothesis exploration.
Building Machine Learning Applications Fast
Learn to rapidly create machine learning applications using Gradio, exploring its modalities and desktop interface for easy model demonstration and deployment.
Kaggle with XGBoost, GPT-3, Chat GPT, and GitHub Copilot
Solve a Kaggle challenge using XGBoost with AI assistance from GPT-3, ChatGPT, and GitHub Copilot. Learn data preprocessing, code review, and explore alternative algorithms.
Hands-on Coding Lab: Text Prompt UI for Stable Diffusion Models - Part 4
Learn to save and retrieve prompts and images for Stable Diffusion models using Gradio. Implement a UI with dropdown lists, JSON storage, and duplication prevention for efficient prompt management.