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Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Vibrantlabsai Ragas Testset Generation
Principles
- Principle:Zai org CogVideo Latent Perceptual Loss
- Principle:Neuml Txtai Speech Synthesis
- Principle:Pola rs Polars Lazy Data Scanning
- Principle:VainF Torch Pruning BN Scale Regularization
- Principle:EvolvingLMMs Lab Lmms eval Distributed Environment Setup
- Principle:Google deepmind Mujoco Newton Solver
- Principle:Snorkel team Snorkel Multitask Model Training
- Principle:Togethercomputer Together python Result Integration
- Principle:Alibaba MNN LLM Runtime Configuration
- Principle:Huggingface Diffusers Conversion Script Selection
Implementations
- Implementation:Microsoft Playwright ChromiumSwitches
- Implementation:Haifengl Smile Point Data Formatting
- Implementation:Teamcapybara Capybara Capybara Driver Configuration
- Implementation:Open compass VLMEvalKit OmniDocBench Data Preprocess
- Implementation:Google deepmind Mujoco Filament Render Context Header
- Implementation:Pola rs Polars Polars Crate Cargo Config
- Implementation:Infiniflow Ragflow UseGraphStore Zustand
- Implementation:Spotify Luigi MSSqlTarget
- Implementation:Apache Druid Ingestion Spec Completions
- Implementation:Turboderp org Exllamav2 ExLlamaV2LayerNorm
Heuristics
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
Environments
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment