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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:Ggml org Ggml Vision Model Inference
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:CrewAIInc CrewAI Tool Design
- Principle:Google deepmind Mujoco Inlined Vector Quaternion Math
- Principle:Google deepmind Dm control MJCF Model Attachment
- Principle:Langchain ai Langgraph Graph Configuration Management
- Principle:Langgenius Dify Build Pipeline
- Principle:EvolvingLMMs Lab Lmms eval Data Sharding
- Principle:Huggingface Transformers Pipeline Instantiation
- Principle:Apache Druid Data Transformation
- Principle:Togethercomputer Together python Embedding Generation
- Principle:Google deepmind Mujoco Fluid Interaction
Implementations
- Implementation:Tensorflow Serving Threadpool Executor
- Implementation:Ggml org Ggml Ggml backend init best
- Implementation:Sgl project Sglang V1 Chat Completions
- Implementation:SeleniumHQ Selenium Bazel Test With Filters
- Implementation:Nautechsystems Nautilus trader BacktestEngine Init
- Implementation:NVIDIA TransformerEngine Ops Sequential
- Implementation:Arize ai Phoenix Span Helpers
- Implementation:Speechbrain Speechbrain Prepare ESC50 Root
- Implementation:Lm sys FastChat Filter Bad Conv Chat1M
- Implementation:EvolvingLMMs Lab Lmms eval Dataset Loading
Heuristics
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Neuml Txtai MacOS Stability Workarounds
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Openai Whisper Numba
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Princeton nlp SimPO CUDA Training