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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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|---|---|---|
| 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:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Groq Groq python Audio Transcription
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Predibase Lorax Multi Adapter Merging
Principles
- Principle:Sail sg LongSpec Tree Attention Verification
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
- Principle:PrefectHQ Prefect Flow Orchestration
- Principle:Online ml River Streaming Regression Metrics
- Principle:Heibaiying BigData Notes Storm Topology Wiring
- Principle:Datahub project Datahub Entity Upsert
- Principle:OWASP Www project top 10 for large language model applications Mitigation Gap Analysis
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Disk Caching
- Principle:Huggingface Datatrove Token Counting
- Principle:Huggingface Transformers Distributed Checkpointing
Implementations
- Implementation:ClickHouse ClickHouse Install Script
- Implementation:OpenGVLab InternVL PackedDataset
- Implementation:Tensorflow Serving StreamingBatchScheduler
- Implementation:CARLA simulator Carla Road Map
- Implementation:AUTOMATIC1111 Stable diffusion webui Edit Attention
- Implementation:Ray project Ray PlacementGroupCreationOptions
- Implementation:Tencent Ncnn Arcface Example
- Implementation:CrewAIInc CrewAI Knowledge Storage Search
- Implementation:Online ml River Metrics Recall
- Implementation:Sdv dev SDV Run Diagnostic
Heuristics
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Pola rs Polars Streaming For Large Datasets
Environments
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies