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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:Allenai Open instruct SFT Finetuning
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
Principles
- Principle:EvolvingLMMs Lab Lmms eval Dataset Preparation
- Principle:Ollama Ollama Local Manifest Management
- Principle:Deepset ai Haystack Document Language Classification
- Principle:Astronomer Astronomer cosmos Execution Configuration
- Principle:Heibaiying BigData Notes Kafka Message Polling
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:Shiyu coder Kronos Topk Dropout Portfolio Strategy
- Principle:Online ml River Baseline Drift Detection
- Principle:Fede1024 Rust rdkafka Client Statistics Monitoring
- Principle:DataExpert io Data engineer handbook DataFrame Write To Table
Implementations
- Implementation:PeterL1n BackgroundMattingV2 Camera
- Implementation:Ray project Ray Serve ReplicaConfig
- Implementation:Ggml org Llama cpp Convert LoRA To GGUF
- Implementation:Online ml River Metrics SampleAverage
- Implementation:SeleniumHQ Selenium DeviceRotation
- Implementation:Ucbepic Docetl VisualizationBuilder
- Implementation:Online ml River Conf RegressionJackknife
- Implementation:SeleniumHQ Selenium Closure Uri
- Implementation:Apache Druid TimeRelativeFilterControl
- Implementation:Interpretml Interpret BoosterShell Hpp
Heuristics
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
Environments
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Apache Airflow Python Runtime Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Roboflow Rf detr ONNX Export Environment