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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:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Lance format Lance Full Text Search
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Pola rs Polars Time Series Analysis
Principles
- Principle:Ucbepic Docetl Entity Link Resolution
- Principle:Turboderp org Exllamav2 Batch Job Iteration
- Principle:Iamhankai Forest of Thought Expression Validation
- Principle:Open compass VLMEvalKit VLM Adapter Pattern
- Principle:Heibaiying BigData Notes HBase Coprocessor Observer
- Principle:Apache Paimon Global Index Scan Building
- Principle:Haosulab ManiSkill Environment Registration
- Principle:Run llama Llama index QA Pair Generation
- Principle:SqueezeAILab ETS ETS Tree Search
- Principle:Huggingface Diffusers Prior Preservation
Implementations
- Implementation:Openai Openai python Response Computer Tool Call Param
- Implementation:Google deepmind Mujoco Engine Solver
- Implementation:Microsoft Semantic kernel Kernel CreateBuilder
- Implementation:Microsoft Autogen Studio Eval Judges
- Implementation:Rapidsai Cuml MBSGDClassifier
- Implementation:Marker Inc Korea AutoRAG Make Basic Gen Gt
- Implementation:Apache Beam BeamBatchWorker Execute
- Implementation:Datahub project Datahub OpenLineageToDataHub ConvertRunEvent
- Implementation:Ggml org Ggml Metal impl
- Implementation:Avhz RustQuant ExchangeRate
Heuristics
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
Environments
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Princeton nlp SimPO CUDA Training