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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:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Langchain ai Langchain Chat Model Invocation
Principles
- Principle:Run llama Llama index Evaluation Result Analysis
- Principle:Ggml org Llama cpp Server Startup
- Principle:Deepset ai Haystack PDF Conversion
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Microsoft Semantic kernel Prompt Invocation
- Principle:CarperAI Trlx Synthetic Environment Design
- Principle:OpenGVLab InternVL Streamlit Chat Interface
- Principle:Mit han lab Llm awq Checkpoint Preparation
- Principle:Vllm project Vllm Multimodal Generation
- Principle:Scikit learn contrib Imbalanced learn Geometric Mean Evaluation
Implementations
- Implementation:Apache Druid Kubernetes Operator Main
- Implementation:Apache Kafka Gradle Maven Publish
- Implementation:Haosulab ManiSkill Panda
- Implementation:SeleniumHQ Selenium DeviceRotation
- Implementation:Ggml org Llama cpp Json Schema To Grammar Header
- Implementation:Open compass VLMEvalKit OmniDocBench
- Implementation:Interpretml Interpret ExampleRegressionObjective
- Implementation:Ollama Ollama KVCache Causal
- Implementation:Scikit learn Scikit learn FrozenEstimator
- Implementation:Ollama Ollama Llama Quant
Heuristics
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
Environments
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Fastai Fastbook Sklearn Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Openai Whisper Numba
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Apache Beam Portable Runner Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment