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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:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Apache Flink File Source Pipeline
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Mistralai Client python Function Calling
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:NVIDIA NeMo Aligner Reward Model Training
Principles
- Principle:Ucbepic Docetl Blocking Threshold Optimization
- Principle:Predibase Lorax Constrained Decoding
- Principle:Ucbepic Docetl Output Management
- Principle:Axolotl ai cloud Axolotl FSDP Weight Consolidation
- Principle:Getgauge Taiko Gauge Environment Configuration
- Principle:Confident ai Deepeval Context Generation
- Principle:Microsoft Agent framework Conditional Routing
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
- Principle:Avhz RustQuant Instrument Abstraction
- Principle:FlowiseAI Flowise Chatflow Security Configuration
Implementations
- Implementation:Haosulab ManiSkill RecordEpisode Wrapper
- Implementation:InternLM Lmdeploy CudaUtils
- Implementation:BerriAI Litellm Fine Tuning Job Operations
- Implementation:Open compass VLMEvalKit mPLUG Owl2
- Implementation:Run llama Llama index ToolNodeMapping
- Implementation:Langchain ai Langgraph Typing Module
- Implementation:Junyanz Pytorch CycleGAN and pix2pix TestModel Forward
- Implementation:Arize ai Phoenix Create Evaluator Decorator
- Implementation:Promptfoo Promptfoo Logger
- Implementation:FlagOpen FlagEmbedding BGE Coder FAISS Search
Heuristics
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
Environments
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Kserve Kserve Leader Worker Set
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Microsoft Autogen Studio Server Environment