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1,118
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:HKUDS AI Trader Data Pipeline
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Openai Openai python Audio Processing
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Apache Druid Batch Data Ingestion
Principles
- Principle:ContextualAI HALOs Feedback Labeling
- Principle:Google deepmind Mujoco Plugin Architecture
- Principle:Kornia Kornia Descriptor Matching
- Principle:Togethercomputer Together python Video Generation
- Principle:Scikit learn contrib Imbalanced learn Package Initialization
- Principle:Langfuse Langfuse Ingestion Queue Dispatch
- Principle:Apache Kafka Release Branch Preparation
- Principle:EvolvingLMMs Lab Lmms eval TUI Command Interface
- Principle:Alibaba ROLL MCoreAdapter Checkpoint Conversion
- Principle:Duckdb Duckdb SQL Grammar Generation
Implementations
- Implementation:Huggingface Trl TrlParser DPOConfig
- Implementation:Googleapis Python genai Interactions Client
- Implementation:Pyro ppl Pyro SeedMessenger
- Implementation:Huggingface Transformers Add Dates
- Implementation:NVIDIA NeMo Aligner CriticServerTrainer Run
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval PopQA
- Implementation:Predibase Lorax Flash Cohere Modeling
- Implementation:Risingwavelabs Risingwave TableSchema
- Implementation:Eventual Inc Daft Api Annotations
- Implementation:InternLM Lmdeploy DeviceComm
Heuristics
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
Environments
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Sgl project Sglang Prometheus
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime