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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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|---|---|---|
| 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 Optimum Accelerated Inference Pipeline
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Apache Spark Application Submission
Principles
- Principle:Haotian liu LLaVA Checkpoint Extraction
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
- Principle:LLMBook zh LLMBook zh github io LoRA Adapter Merging
- Principle:ArroyoSystems Arroyo SQL Query Validation
- Principle:PacktPublishing LLM Engineers Handbook Pipeline Reporting
- Principle:Kserve Kserve Admission Webhook Processing
- Principle:Microsoft Playwright Identify Interception Targets
- Principle:Onnx Onnx Tensor Specification
- Principle:Shiyu coder Kronos Topk Dropout Portfolio Strategy
- Principle:Apache Kafka GPG Prerequisite Verification
Implementations
- Implementation:Webdriverio Webdriverio Bidi NodeConnection
- Implementation:Mlflow Mlflow Build Docker
- Implementation:Deepspeedai DeepSpeed IO Handle
- Implementation:Interpretml Interpret BinSumsInteraction
- Implementation:OpenGVLab InternVL Classification Utils
- Implementation:CrewAIInc CrewAI Composio Tool
- Implementation:Datahub project Datahub RestEmitterEmitMode
- Implementation:Microsoft Onnxruntime Numpy Output Extraction
- Implementation:Open compass VLMEvalKit MMMath
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationWorkflow for Video
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
Environments
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Onnx Onnx Python Runtime Environment