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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:Langfuse Langfuse Prompt management lifecycle
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
Principles
- Principle:Eventual Inc Daft Hudi Reading
- Principle:Getgauge Taiko Checkbox Interaction
- Principle:Microsoft Semantic kernel Process Framework Frontend
- Principle:Microsoft Agent framework Approval Response Handling
- Principle:Vllm project Vllm Speculative Engine Initialization
- Principle:NVIDIA NeMo Curator Video Frame Extraction
- Principle:LaurentMazare Tch rs MNIST Dataset Loading
- Principle:Online ml River Incremental Clustering Interface
- Principle:Vespa engine Vespa FRT Transport and Failover
- Principle:Pyro ppl Pyro Mean Field Variational Inference
Implementations
- Implementation:Lance format Lance LegacyStructEncoding
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Shared Globals
- Implementation:NVIDIA NeMo Curator ImageEmbeddingStage
- Implementation:Run llama Llama index SelectionOutputParser
- Implementation:Togethercomputer Together python Files Retrieve Content
- Implementation:Turboderp org Exllamav2 Ext QMatrix
- Implementation:Togethercomputer Together python Models CLI
- Implementation:Mlflow Mlflow Generate Protobuf Code
- Implementation:Treeverse LakeFS Java SDK Model FindMergeBaseResult
- Implementation:Haosulab ManiSkill DrawSVG
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
Environments
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Apache Hudi Java Maven Build Environment