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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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|---|---|---|
| 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:Kserve Kserve Canary Rollout Deployment
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Mlc ai Web llm Function Calling
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Predibase Lorax Server Deployment
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Openai Evals Building a custom eval
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:TobikoData Sqlmesh Github Actions Integration
- Principle:CarperAI Trlx Reward Model Serving
- Principle:Microsoft Agent framework Framework Installation
- Principle:Huggingface Datasets PyTorch Formatting
- Principle:Getgauge Taiko Element Assertion
- Principle:Sgl project Sglang Generation Output Processing
- Principle:Iterative Dvc Lockfile And Cache Update
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Predibase Lorax Container Environment Setup
- Principle:ARISE Initiative Robosuite Dynamics Randomization
Implementations
- Implementation:Openai Openai node Beta Realtime Resource
- Implementation:Microsoft Playwright Expect API
- Implementation:AUTOMATIC1111 Stable diffusion webui CondFunc
- Implementation:NVIDIA NeMo Aligner Train SD DRaFTP
- Implementation:Marker Inc Korea AutoRAG Raw And Corpus Schema
- Implementation:CARLA simulator Carla Config Tool
- Implementation:Infiniflow Ragflow Vite Config
- Implementation:Open compass VLMEvalKit SArena Metrics
- Implementation:CARLA simulator Carla Control API Spec
- Implementation:Arize ai Phoenix SpanQuery DSL
Heuristics
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
Environments
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Allenai Open instruct Beaker Cluster
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:HKUDS AI Trader Browser Runtime