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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:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
Principles
- Principle:Heibaiying BigData Notes Kafka Producer Configuration
- Principle:Apache Kafka JIRA Issue Resolution
- Principle:Iamhankai Forest of Thought Answer Equivalence Checking
- Principle:Microsoft Onnxruntime Optimized Inference
- Principle:Huggingface Datasets Generator Dataset Building
- Principle:Huggingface Diffusers Checkpoint Format Identification
- Principle:Apache Druid Publication Settings
- Principle:SeldonIO Seldon core HuggingFace Model Preparation
- Principle:Heibaiying BigData Notes Hive Database Creation
- Principle:Cohere ai Cohere python Streaming Chat Request
Implementations
- Implementation:ARISE Initiative Robosuite LightingModder
- Implementation:Unstructured IO Unstructured ChunkingOptions
- Implementation:NVIDIA NeMo Curator DocumentModifier
- Implementation:Hiyouga LLaMA Factory DPO Trainer
- Implementation:Tencent Ncnn YOLACT Example
- Implementation:Avhz RustQuant Exponential Distribution
- Implementation:Microsoft Playwright WkInput
- Implementation:NVIDIA NeMo Curator AestheticScorer
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Utils
- Implementation:Open compass VLMEvalKit Qianfan VL
Heuristics
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
Environments
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:BerriAI Litellm Observability Stack
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Truera Trulens Python Core Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Allenai Open instruct Docker Container