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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:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Roboflow Rf detr Training Loop Execution
- Principle:Eventual Inc Daft Logging Configuration
- Principle:Guardrails ai Guardrails Server Config Scaffolding
- Principle:Deepseek ai Janus Image Loading and Preprocessing
- Principle:Huggingface Transformers Quantized Inference
- Principle:Scikit learn contrib Imbalanced learn Cluster Based Oversampling
- Principle:Microsoft Autogen Graph Flow Configuration
- Principle:Datahub project Datahub Connection Validation
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:Sail sg LongSpec Prompt Formatting
Implementations
- Implementation:Infiniflow Ragflow NextSearchesHooks
- Implementation:Apache Hudi HoodieSplitReaderFunction Read
- Implementation:Huggingface Alignment handbook Get Model Quantized
- Implementation:Ollama Ollama Clip Impl
- Implementation:Ucbepic Docetl Pipeline Schema Definition
- Implementation:Openai Openai python Local Audio Player
- Implementation:Microsoft Autogen Studio Gallery Detail
- Implementation:Mage ai Mage ai Twitter Ads Tweets Schema
- Implementation:DataTalksClub Data engineering zoomcamp Airflow GCS To BQ DAG
- Implementation:SeleniumHQ Selenium DevTools CreateSession
Heuristics
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Duckdb Duckdb PR Submission Strategy
Environments
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Apache Flink Java Build Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Getgauge Taiko Docker Container
- Environment:FlowiseAI Flowise Database Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:LaurentMazare Tch rs Libtorch Build Environment