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A Coding Implementation for Building and Analyzing Crystal Structures Using Pymatgen for Symmetry Analysis, Phase Diagrams, Surface Generation, and Materials Project Integration
In this tutorial, we explore the capabilities of the pymatgen library for computational materials science...
A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model
In this tutorial, we work with Jev, TypeSafe AI’s first System One model, which does...
A Coding Guide to Survey Bias Correction Using Facebook Research Balance with IPW CBPS Ranking and Post Stratification Methods
In this tutorial, we walk through a complete, end-to-end workflow for correcting bias in survey...
A Coding Guide to NVIDIA’s Tile-Based GPU Programming: From cuTile and Triton Kernels to Flash Attention
In this tutorial, we explore TileGym GPU programming by building a practical Colab workflow that...
A Coding Guide to Master Self-Supervised Learning with Lightly AI for Efficient Data Curation and Active Learning
In this tutorial, we explore the power of self-supervised learning using the Lightly AI framework...
A Coding Guide to High-Quality Image Generation, Control, and Editing Using HuggingFace Diffusers
In this tutorial, we design a practical image-generation workflow using the Diffusers library. We start...
A Coding Guide to Google Research’s MSEB: Writing Sound Encoders to the Benchmark Contract and Scoring Them Across Classification, Clustering, Retrieval and Segmentation
In this tutorial, we work with MSEB, the Massive Sound Embedding Benchmark from Google Research...
A Coding Guide to Google Research’s Kauldron: Configs That Are Plain Data, Components Wired by String, and a JAX Trainer You Can Read End to End
In this tutorial, we implement Kauldron, the JAX training library from Google Research that describes...
A Coding Guide to Building a Brain-Inspired Hierarchical Reasoning AI Agent with Hugging Face Models
In this tutorial, we set out to recreate the spirit of the Hierarchical Reasoning Model...
A Coding Guide to Build and Validate End-to-End Partitioned Data Pipelines in Dagster with Machine Learning Integration
In this tutorial, we implement an advanced data pipeline using Dagster. We set up a...
A Coding Guide to Build a Production-Grade Background Task Processing System Using Huey with SQLite, Scheduling, Retries, Pipelines, and Concurrency Control
In this tutorial, we explore how to build a fully functional background task processing system...
A Coding Guide to Build a Complete Single Cell RNA Sequencing Analysis Pipeline Using Scanpy for Clustering Visualization and Cell Type Annotation
In this tutorial, we build a complete pipeline for single-cell RNA sequencing analysis using Scanpy...
