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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:CARLA simulator Carla Sensor Data Collection
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
Principles
- Principle:Google deepmind Mujoco Sparse Computation
- Principle:Huggingface Datatrove LLM Inference Execution
- Principle:OpenRLHF OpenRLHF Model Checkpointing
- Principle:Google deepmind Dm control MJCF Model Export
- Principle:Datajuicer Data juicer Ray Cluster Initialization
- Principle:Allenai Open instruct DPO Experiment Configuration
- Principle:TobikoData Sqlmesh Backfill Strategy Selection
- Principle:Kserve Kserve GPU Cluster Preparation
- Principle:Huggingface Datatrove C4 Quality Filtering
- Principle:Cohere ai Cohere python Bedrock Response Transformation
Implementations
- Implementation:Google deepmind Mujoco XML Native Writer
- Implementation:Astronomer Astronomer cosmos ClickhouseUserPasswordProfileMapping
- Implementation:CrewAIInc CrewAI Bedrock Code Interpreter Toolkit
- Implementation:Open compass VLMEvalKit Janus
- Implementation:Apache Flink Mapred HadoopInputFormatBase
- Implementation:Farama Foundation Gymnasium HalfCheetahEnv V5
- Implementation:InternLM Lmdeploy Gemm Types
- Implementation:Onnx Onnx Backend Base
- Implementation:Scikit learn Scikit learn ImageFeatureExtraction
- Implementation:Sdv dev SDV ProgrammableConstraint Interface
Heuristics
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Openai Openai node Browser Safety Guard
Environments
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Iterative Dvc Git SCM Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Microsoft Agent framework API Credentials
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Ollama Ollama GPU Runtime
- Environment:FlagOpen FlagEmbedding Finetuning Environment