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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:Openai CLIP Prompt engineered classification
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Tensorflow Tfjs GPT2 Text Generation
Principles
- Principle:Cohere ai Cohere python Dataset Upload
- Principle:Huggingface Datasets Archive Extraction
- Principle:Intel Ipex llm RAG With LlamaIndex
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:Apache Kafka Topic Configuration Alteration
- Principle:Microsoft Playwright Set Up Network Route Handlers
- Principle:Langchain ai Langchain Streaming Routing
- Principle:Nightwatchjs Nightwatch Page Object Structure
- Principle:Spotify Luigi Remote Data Transfer
- Principle:AUTOMATIC1111 Stable diffusion webui Input image mode configuration
Implementations
- Implementation:Open compass VLMEvalKit MVBench
- Implementation:Langchain ai Langchain BaseChatModel Invoke With Tools
- Implementation:CARLA simulator Carla MultiGPU Listener
- Implementation:Duckdb Duckdb HyperLogLog
- Implementation:Open compass VLMEvalKit VGRPBench Evaluation
- Implementation:Mlc ai Mlc llm Event Trace Recorder
- Implementation:Truera Trulens Block Input Decorator
- Implementation:Togethercomputer Together python Translations Create
- Implementation:DevExpress Testcafe Task
- Implementation:Lance format Lance Java IndexCriteria
Heuristics
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
Environments
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Vllm project Vllm Benchmarks
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Openai Whisper FFmpeg
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Alibaba MNN Python Export Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:OpenGVLab InternVL DeepSpeed