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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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| 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:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Predibase Lorax Server Deployment
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Mlflow Mlflow GenAI Evaluation
Principles
- Principle:Cypress io Cypress Configuration Validation
- Principle:Sail sg LongSpec Environment Setup
- Principle:Huggingface Datasets Column Renaming
- Principle:Puppeteer Puppeteer Page Navigation
- Principle:Ggml org Llama cpp CLI Configuration
- Principle:Ggml org Ggml Model Quantization
- Principle:Apache Flink Compacted Committable Emission
- Principle:Apache Beam Result Commitment
- Principle:MarketSquare Robotframework browser JavaScript Module Authoring
- Principle:Spcl Graph of thoughts Keyword Counting Prompt Design
Implementations
- Implementation:TobikoData Sqlmesh Routes
- Implementation:Puppeteer Puppeteer Browser Close
- Implementation:Anthropics Anthropic sdk python MessageBatch
- Implementation:LMCache LMCache Mooncake Lookup Client
- Implementation:Microsoft Playwright Client JSHandle
- Implementation:LaurentMazare Tch rs Neural Style Transfer
- Implementation:Marker Inc Korea AutoRAG Run Node Line
- Implementation:Speechbrain Speechbrain Hparams Switchboard Transformer LM
- Implementation:NVIDIA NeMo Curator FilePartitioningStage
- Implementation:Onnx Onnx Tensor Class
Heuristics
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
Environments
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Getgauge Taiko Chromium Browser
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:BerriAI Litellm Python Runtime