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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:Explodinggradients Ragas LLM Benchmarking
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Online ml River Drift Adaptive Classification
Principles
- Principle:PeterL1n BackgroundMattingV2 Video output writing
- Principle:Apache Flink Source Chain Composition
- Principle:DevExpress Testcafe Configuration Loading
- Principle:ClickHouse ClickHouse Unaligned Memory Access
- Principle:Langgenius Dify Application Factory
- Principle:Allenai Open instruct Reward Extraction
- Principle:Facebookresearch Habitat lab HRL Evaluation
- Principle:DistrictDataLabs Yellowbrick Type Introspection
- Principle:Huggingface Transformers Fully Sharded Data Parallelism
- Principle:Speechbrain Speechbrain Whisper Finetuning With LR Scheduling
Implementations
- Implementation:Apache Airflow Provider Yaml Schema
- Implementation:CARLA simulator Carla Navigation
- Implementation:Explodinggradients Ragas ContextRecall Metric
- Implementation:Microsoft Onnxruntime CPU Scale
- Implementation:Google deepmind Mujoco mj saveLastXML
- Implementation:Interpretml Interpret PartitionMultiDimensionalCorner
- Implementation:Online ml River Base MultiOutput
- Implementation:Webdriverio Webdriverio MSPO Overwrite
- Implementation:Eventual Inc Daft Catalog From Iceberg
- Implementation:Ucbepic Docetl PipelineVisualization
Heuristics
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Triton inference server Server Documentation Standards
Environments
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Sgl project Sglang Performance Dashboard
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Lm sys FastChat GPU CUDA Inference