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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:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Openai Whisper Audio Transcription
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
Principles
- Principle:Huggingface Datasets Dataset From Pandas Construction
- Principle:FMInference FlexLLMGen Prediction Evaluation Metrics
- Principle:Mit han lab Llm awq Quantized Linear Module
- Principle:Allenai Open instruct Ray Cluster Setup
- Principle:Apache Airflow Local Testing
- Principle:Apache Airflow Provider Documentation
- Principle:Huggingface Peft Prefix Tuning
- Principle:Microsoft LoRA Distributed LoRA Training
- Principle:Fastai Fastbook Tokenization
- Principle:SqueezeAILab ETS ILP Node Selection
Implementations
- Implementation:InternLM Lmdeploy Gemm TunerParams
- Implementation:Getgauge Taiko RadioButton Element
- Implementation:Apache Druid HjsonCompletions
- Implementation:Cypress io Cypress DetectFramework
- Implementation:Apache Paimon View
- Implementation:Ggml org Llama cpp Download
- Implementation:Cohere ai Cohere python ToolCall Model
- Implementation:Apache Kafka Kafka Run Class Exec
- Implementation:HKUDS AI Trader A Stock Daily Price Data
- Implementation:Alibaba ROLL Compute Response Level Rewards
Heuristics
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Openai Evals Eval Resumption Strategy
Environments
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Togethercomputer Together python API Credentials
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Getgauge Taiko Docker Container
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Google deepmind Dm control EGL Headless Rendering