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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:Neuml Txtai Semantic Search
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Onnx Onnx Version Conversion
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
Principles
- Principle:Google deepmind Mujoco BVH Acceleration
- Principle:Deepset ai Haystack Cross Encoder Reranking
- Principle:Truera Trulens Custom App Wrapping
- Principle:Openai Whisper Basic Text Normalization
- Principle:Tensorflow Tfjs Recurrent Neural Networks
- Principle:Truera Trulens Dashboard Tab Architecture
- Principle:TobikoData Sqlmesh Web Server API
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Apache Dolphinscheduler State Reconciliation
- Principle:Neuml Txtai Text Tokenization
Implementations
- Implementation:FlagOpen FlagEmbedding BGE Coder TripletGenerator
- Implementation:Datajuicer Data juicer DialogSentimentIntensityMapper
- Implementation:Tencent Ncnn Fasterrcnn Example
- Implementation:ArroyoSystems Arroyo Nexmark Connector
- Implementation:MaterializeInc Materialize Git Utilities
- Implementation:NVIDIA TransformerEngine JAX Flax Module
- Implementation:Arize ai Phoenix Legacy Templates
- Implementation:Apache Airflow Core Pyproject
- Implementation:AUTOMATIC1111 Stable diffusion webui Resize Handle
- Implementation:Evidentlyai Evidently Legacy Spark Base
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
Environments
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Sail sg LongSpec Inference Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:CarperAI Trlx Python Accelerate