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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:Vllm project Vllm Structured Output Generation
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Unslothai Unsloth Vision Model Finetuning
Principles
- Principle:Langgenius Dify Indexing Method Selection
- Principle:Langchain ai Langgraph State Inspection
- Principle:Apache Kafka Coordinator Write Operations
- Principle:Risingwavelabs Risingwave Iceberg Table Maintenance
- Principle:Kserve Kserve Multi Model Prediction
- Principle:Haotian liu LLaVA Multimodal Data Preparation
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:Huggingface Diffusers DreamBooth Export
- Principle:Haotian liu LLaVA LoRA Weight Merging
- Principle:Lm sys FastChat Arena Battle UI
Implementations
- Implementation:CARLA simulator Carla VehicleControl
- Implementation:Open compass VLMEvalKit RBdashMMChat3 78B Wrapper
- Implementation:Langgenius Dify Use Log
- Implementation:Duckdb Duckdb Zstd Compressor
- Implementation:Openai Openai node Audio Resource
- Implementation:Tensorflow Serving servable id h
- Implementation:Tensorflow Serving Tfrt Classifier
- Implementation:Facebookresearch Habitat lab VER RolloutStorage
- Implementation:Ggml org Llama cpp Preset Header
- Implementation:Open compass VLMEvalKit LongVITA
Heuristics
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
Environments
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Unstructured IO Unstructured Libmagic
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Apache Druid Web Console Development
- Environment:Openai Evals OpenAI API Configuration
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime