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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:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
Principles
- Principle:Google deepmind Dm control RL Episode Loop
- Principle:Huggingface Transformers Pipeline Instantiation
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Astronomer Astronomer cosmos Airflow Task Dependency Wiring
- Principle:Vibrantlabsai Ragas LLM Configuration
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:Ggml org Llama cpp Model Acquisition
- Principle:Fastai Fastbook Feature Engineering
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Avhz RustQuant Generalized Black Scholes Merton
Implementations
- Implementation:Apache Shardingsphere ResourceSwitchManager Switch
- Implementation:Intel Ipex llm Vllm Online Benchmark Multimodal
- Implementation:Online ml River Tree VarianceRatioSplitCriterion
- Implementation:CARLA simulator Carla TM Parameters
- Implementation:NVIDIA TransformerEngine InferenceParams
- Implementation:Huggingface Optimum Pipeline Factory
- Implementation:Online ml River Cluster DenStream
- Implementation:Speechbrain Speechbrain Train CommonVoice Seq2Seq
- Implementation:Run llama Llama index Settings Configuration
- Implementation:Open compass VLMEvalKit MVBench Utils
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Huggingface Diffusers VAE Scaling Factors
Environments
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration