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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:Datajuicer Data juicer Custom Operator Development
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Triton inference server Server Custom Container Build
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Microsoft Playwright API testing
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Hpcaitech ColossalAI DPO Alignment
Principles
- Principle:Helicone Helicone Database Migrations
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:Spcl Graph of thoughts Sorting Response Parsing
- Principle:MaterializeInc Materialize Test Result Aggregation
- Principle:Huggingface Datatrove MinHash Signature Computation
- Principle:Farama Foundation Gymnasium Environment Error Handling
- Principle:Langgenius Dify DDD Architecture
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
- Principle:Pytorch Serve LLM Text Generation
Implementations
- Implementation:Deepspeedai DeepSpeed Py DS AIO Module
- Implementation:Huggingface Diffusers Export To Video
- Implementation:Facebookresearch Habitat lab MobileManipulator
- Implementation:Vllm project Vllm SGL MoE
- Implementation:Haosulab ManiSkill FloatingAbilityHand
- Implementation:Ollama Ollama Llama KV Cache Header
- Implementation:Evidentlyai Evidently SDK Artifacts
- Implementation:Langfuse Langfuse API Dataset Items Schema
- Implementation:Open compass VLMEvalKit ChartMimic
- Implementation:Farama Foundation Gymnasium Check Environments Match
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Recommenders team Recommenders Test Timing Budgets
Environments
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Allenai Open instruct vLLM Inference
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime