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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:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:FMInference FlexLLMGen Text Completion API
Principles
- Principle:ARISE Initiative Robosuite Data Collection Wrapping
- Principle:Langgenius Dify Prompt Template Design
- Principle:Zai org CogVideo Text to Video Generation
- Principle:OpenBMB UltraFeedback Result Collection
- Principle:Langfuse Langfuse Trace Sampling
- Principle:Openai Whisper Model Loading
- Principle:Farama Foundation Gymnasium Interactive Human Play
- Principle:Trailofbits Fickling Pickle Allowlist Enforcement
- Principle:VainF Torch Pruning LLM Perplexity Evaluation
- Principle:Tensorflow Serving Servable Identity And State
Implementations
- Implementation:Kornia Kornia Hsv Conversion
- Implementation:Ggml org Llama cpp Console
- Implementation:Ucbepic Docetl SearchableCell
- Implementation:Google deepmind Mujoco WASM Unpack
- Implementation:Deepspeedai DeepSpeed TPTrainingConfig Init
- Implementation:Googleapis Python genai Models Edit Image
- Implementation:Fastai Fastbook Training Loop Manual
- Implementation:Apache Kafka Get Json GitHub API
- Implementation:Run llama Llama index CustomLLM
- Implementation:Avhz RustQuant DateGenerationConvention
Heuristics
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Kserve Kserve Leader Worker Set
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Microsoft Semantic kernel DotNet SDK Environment