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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:OpenGVLab InternVL Preference Optimization
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Langchain ai Langchain Release Process
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Kubeflow Pipelines Pipeline Control Flow
Principles
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:Tensorflow Serving TFRT Inference
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:Isaac sim IsaacGymEnvs Environment Setup
- Principle:Dotnet Machinelearning SSA Forecasting Configuration
- Principle:Isaac sim IsaacGymEnvs Inference Configuration
- Principle:Alibaba ROLL DPO Loss Computation
- Principle:Intel Ipex llm Pipeline Parallel Generation
- Principle:Heibaiying BigData Notes Flink Stream Transformations
- Principle:Sktime Pytorch forecasting Tensor Utilities
Implementations
- Implementation:Online ml River Multiclass OutputCodeClassifier
- Implementation:Lance format Lance Java OverwriteOp
- Implementation:Apache Paimon SpecialFields Python
- Implementation:Arize ai Phoenix RAG Span Helpers
- Implementation:Mit han lab Llm awq Load awq llama fast
- Implementation:InternLM Lmdeploy AttentionCtaMap
- Implementation:Rapidsai Cuml KNN C API
- Implementation:Speechbrain Speechbrain Create Aishell1Mix From Metadata
- Implementation:Openai Openai node FinalChatCompletion
- Implementation:LMCache LMCache SGLang Utils
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Openai Evals OpenAI API Configuration
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Huggingface Datasets Search Dependencies
- Environment:CarperAI Trlx NeMo Megatron
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Protectai Modelscan Python Core Runtime