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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:Kserve Kserve LLM Disaggregated Serving
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
Principles
- Principle:Hpcaitech ColossalAI Optimizer Scheduler Setup
- Principle:Ollama Ollama ImageGeneration
- Principle:Speechbrain Speechbrain Enhancement Architecture Selection
- Principle:Protectai Llm guard Secret Detection
- Principle:Isaac sim IsaacGymEnvs Adversarial Motion Prior Training
- Principle:Apache Beam Job Preparation
- Principle:Huggingface Trl Reward Evaluation and Saving
- Principle:Protectai Llm guard REST API Scanning Endpoints
- Principle:Guardrails ai Guardrails Hub Submission
- Principle:ClickHouse ClickHouse Program Component Compilation
Implementations
- Implementation:Kserve Kserve InferenceService CRD Spec
- Implementation:Facebookresearch Habitat lab NavDataset
- Implementation:Scikit learn Scikit learn SetOutput
- Implementation:Diagram of thought Diagram of thought Adjacency List Builder
- Implementation:Puppeteer Puppeteer Sort Test Expectations
- Implementation:Unslothai Unsloth FastLanguageModel Get Peft Model
- Implementation:Sktime Pytorch forecasting EncoderLayer
- Implementation:Treeverse LakeFS Java SDK Model GroupList
- Implementation:Alibaba MNN PyMNN Module Forward
- Implementation:Google deepmind Mujoco MJWarp Benchmark
Heuristics
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Duckdb Duckdb Test Development Guidelines
Environments
- Environment:Neuml Txtai Python Core Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Ollama Ollama CGo Runtime
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Volcengine Verl Megatron Core Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Huggingface Optimum Accelerated Inference Environment