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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:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Mage ai Mage ai Building a New Destination Connector
- Workflow:Confident ai Deepeval LLM Tracing and Observability
Principles
- Principle:Speechbrain Speechbrain SepFormer Model Configuration
- Principle:NVIDIA NeMo Curator Pairwise Similarity Computation
- Principle:ChenghaoMou Text dedup MinHash Fingerprinting
- Principle:Eventual Inc Daft Data Aggregation
- Principle:Google deepmind Dm control Environment Wrapping
- Principle:NVIDIA DALI TensorFlow Training Integration
- Principle:Huggingface Diffusers Pipeline Level Quantization
- Principle:PeterL1n BackgroundMattingV2 Video output writing
- Principle:Openai Whisper Language Detection
- Principle:Huggingface Optimum Library Logging Configuration
Implementations
- Implementation:Mlc ai Mlc llm Batch Jumpforward
- Implementation:Mit han lab Llm awq NVILA Benchmark
- Implementation:LMCache LMCache PDBackend Batched Submit Put Task
- Implementation:Apache Druid CoordinatorDynamicConfigDialog
- Implementation:Run llama Llama index QueryPlanTool
- Implementation:Datahub project Datahub DatahubSparkListener Init
- Implementation:Hpcaitech ColossalAI Prepare Dataset Preference
- Implementation:Truera Trulens Record Viewer Dependencies
- Implementation:Microsoft Onnxruntime PlotMetadata
- Implementation:Elevenlabs Elevenlabs python SessionStartedPayloadConfig
Heuristics
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
Environments
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Allenai Open instruct Docker Container
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Vllm project Vllm AWS ECR