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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:CARLA simulator Carla Building from Source
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
Principles
- Principle:Apache Druid Datasource Introspection
- Principle:Apache Spark Build Environment Setup
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Huggingface Datasets Progress Reporting
- Principle:Avhz RustQuant Mathematical Sequences
- Principle:Huggingface Datatrove HTML Text Extraction
- Principle:Ggml org Llama cpp RecurrentMemory
- Principle:Alibaba ROLL MCoreAdapter Training Configuration
- Principle:Openclaw Openclaw Verification And Dashboard
- Principle:Anthropics Anthropic sdk python Error Handling And Exceptions
Implementations
- Implementation:Nautechsystems Nautilus trader Check Cargo Conventions
- Implementation:Avhz RustQuant ArithmeticBrownianMotion
- Implementation:Datajuicer Data juicer Fuse Operators
- Implementation:Infiniflow Ragflow Docker Compose Services
- Implementation:LMCache LMCache XPU Connector
- Implementation:Ray project Ray Ray Task Cross Language
- Implementation:TobikoData Sqlmesh Context Render Evaluate Fetchdf
- Implementation:TA Lib Ta lib python Abstract Function Configuration
- Implementation:Datajuicer Data juicer EmptyFormatter
- Implementation:Google deepmind Mujoco XML Native Reader
Heuristics
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
Environments
- Environment:Allenai Open instruct Ray Distributed
- Environment:Tensorflow Tfjs Python Converter
- Environment:Apache Flink Java Build Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA