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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:Togethercomputer Together python Fine Tuning
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:ArroyoSystems Arroyo UDF Development
Principles
- Principle:Explodinggradients Ragas Swarm Message Conversion
- Principle:OpenGVLab InternVL Flash Attention Patching
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:Langchain ai Langgraph Chatbot Simulation Evaluation
- Principle:Spotify Luigi MapReduce Processing
- Principle:Langgenius Dify Workflow Initialization
- Principle:Lucidrains X transformers DPO Wrapper Setup
- Principle:Togethercomputer Together python Client Initialization
- Principle:Online ml River Anomaly Detection Base Interface
- Principle:Duckdb Duckdb Random Number Generation
Implementations
- Implementation:CARLA simulator Carla VehiclePIDController Run Step
- Implementation:Huggingface Optimum GPTQQuantizer Post Init
- Implementation:Open compass VLMEvalKit MMHelix Calcudoku Eval
- Implementation:Trailofbits Fickling StackedPickle Load
- Implementation:Datajuicer Data juicer PunctuationNormalizationMapper
- Implementation:Tensorflow Tfjs Exports Metrics
- Implementation:FlagOpen FlagEmbedding LLARA Pretrain Data
- Implementation:FlowiseAI Flowise StarterPrompts
- Implementation:Deepspeedai DeepSpeed Memory Access Utils
- Implementation:FMInference FlexLLMGen DeepSpeed AIO Perf Sweep
Heuristics
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
Environments
- Environment:BerriAI Litellm Observability Stack
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Apache Hudi Docker Demo Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime