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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:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Huggingface Optimum Model Export
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Facebookresearch Habitat lab Custom Task Extension
Principles
- Principle:Cohere ai Cohere python Finetuning Configuration
- Principle:Datahub project Datahub Quickstart Launch
- Principle:ARISE Initiative Robosuite Robot Variant Composition
- Principle:Langchain ai Langchain Tool Execution
- Principle:OWASP Www project top 10 for large language model applications Mitigation Gap Analysis
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding creation
- Principle:Iterative Dvc Workspace Checkout
- Principle:Pola rs Polars Data Type Transformation
- Principle:Marker Inc Korea AutoRAG Results Dashboard
Implementations
- Implementation:Datajuicer Data juicer PhraseGroundingRecallFilter
- Implementation:Online ml River Drift State Inspection Pattern
- Implementation:Apache Dolphinscheduler IWorkflowControlClient Trigger
- Implementation:Datajuicer Data juicer Schema
- Implementation:Haosulab ManiSkill RollBall
- Implementation:Pyro ppl Pyro Infer Discrete
- Implementation:NVIDIA DALI C API V2 Ref Counting
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:Onnx Onnx Doc Strings Generator
- Implementation:Marker Inc Korea AutoRAG Make Basic Gen Gt
Heuristics
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
Environments
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Vllm project Vllm Python Dependencies
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:HKUDS AI Trader API Credentials
- Environment:Allenai Open instruct Ray Distributed