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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:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Recommenders team Recommenders News Recommendation NRMS
Principles
- Principle:Treeverse LakeFS API Authentication Specification
- Principle:Haosulab ManiSkill Episode Initialization
- Principle:Evidentlyai Evidently Grafana Visualization
- Principle:Apache Spark Write Ahead Logging
- Principle:Microsoft Semantic kernel Process Execution
- Principle:Huggingface Alignment handbook LoRA Adapter Configuration
- Principle:Ggml org Llama cpp Jinja Template Engine
- Principle:SeleniumHQ Selenium Pull Request Submission
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
Implementations
- Implementation:Spotify Luigi BaseHadoopJobTask Run
- Implementation:Tensorflow Serving Tfrt Servable
- Implementation:FlagOpen FlagEmbedding MLVU Topic Reasoning Data
- Implementation:Microsoft Onnxruntime OnnxMap
- Implementation:CARLA simulator Carla WalkerBoneControlIn
- Implementation:OpenGVLab InternVL ScienceQA Evaluation
- Implementation:Mbzuai oryx Awesome LLM Post training Git Commit Push
- Implementation:Langgenius Dify Check I18n
- Implementation:Predibase Lorax GPTQ Utils Custom Autotune
- Implementation:Online ml River Preprocessing StandardScaler
Heuristics
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Ray project Ray Java Build Environment
- Environment:Sgl project Sglang Distributed
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Datahub project Datahub Frontend Build
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Vllm project Vllm Python