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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:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Sail sg LongSpec Long Context Evaluation
Principles
- Principle:Tensorflow Serving Canary Deployment
- Principle:Huggingface Datasets Column Renaming
- Principle:Huggingface Alignment handbook Chat Template Configuration
- Principle:Anthropics Anthropic sdk python Provider Selection And Dependencies
- Principle:Turboderp org Exllamav2 LoRA Adapter Loading
- Principle:Microsoft Agent framework Agent Execution
- Principle:Microsoft Playwright Run Tests with Tracing
- Principle:Openai Whisper Cross Attention Alignment
- Principle:Hiyouga LLaMA Factory Causal Language Model Pretraining
- Principle:PacktPublishing LLM Engineers Handbook Evaluation Results Aggregation
Implementations
- Implementation:CrewAIInc CrewAI LlamaIndex Tool
- Implementation:AUTOMATIC1111 Stable diffusion webui Extra Networks UI
- Implementation:Vespa engine Vespa ApplicationId
- Implementation:Tensorflow Serving Tfrt Predict Util Test
- Implementation:Risingwavelabs Risingwave Load Generation Loop
- Implementation:Openai Openai python Vector Store Create Params
- Implementation:Explodinggradients Ragas Experiment Comparison Pattern
- Implementation:Mlfoundations Open flamingo Hf hub download load state dict
- Implementation:Duckdb Duckdb PDQSort
- Implementation:Microsoft Playwright Client Worker
Heuristics
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
Environments
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Treeverse LakeFS S3 Gateway Test Environment