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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:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Risingwavelabs Risingwave CDC Data Replication
Principles
- Principle:Testtimescaling Testtimescaling github io Integration Verification
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:FlagOpen FlagEmbedding Reinforced Domain Adaptation
- Principle:CarperAI Trlx Q Value Guided Generation
- Principle:Hiyouga LLaMA Factory Chat Template System
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:Apache Kafka Connect Standalone Invocation
- Principle:Lm sys FastChat Quantized Model Loading
- Principle:Datahub project Datahub MCP Construction
- Principle:Huggingface Diffusers Video Input Preparation
Implementations
- Implementation:Zai org CogVideo Encode Video Frames
- Implementation:Openai Openai python Tool Choice MCP Param
- Implementation:CARLA simulator Carla OpenDriveParser
- Implementation:Google deepmind Mujoco Engine Collision Primitive
- Implementation:Huggingface Datasets DatasetInfo
- Implementation:Evidentlyai Evidently Row Test Summary
- Implementation:Openai Openai python Eval Create Params
- Implementation:ArroyoSystems Arroyo Golden Test Outputs
- Implementation:Volcengine Verl Extract Multi Modal Inputs
- Implementation:Deepset ai Haystack DocumentMRREvaluator
Heuristics
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
Environments
- Environment:Vllm project Vllm CUDA Runtime
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Google deepmind Dm control Python MuJoCo Runtime