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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:Snorkel team Snorkel Slice Aware Training
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
Principles
- Principle:Langchain ai Langgraph Graph Constants
- Principle:TobikoData Sqlmesh Environment Creation
- Principle:Evidentlyai Evidently Project Configuration
- Principle:OpenGVLab InternVL Multimodal Training Sampling
- Principle:Heibaiying BigData Notes Kafka Message Polling
- Principle:Datahub project Datahub Spark Event Interception
- Principle:DistrictDataLabs Yellowbrick Feature Ranking
- Principle:Tensorflow Serving Static Path Source
- Principle:Langgenius Dify PluginArchitecture
- Principle:Cypress io Cypress Launchpad Initialization
Implementations
- Implementation:Ollama Ollama Llama Context
- Implementation:Evidentlyai Evidently Legacy Load Snapshots
- Implementation:Mistralai Client python Azure Models Init
- Implementation:Apache Kafka Connect Standalone Script
- Implementation:EvolvingLMMs Lab Lmms eval Register Metric
- Implementation:Ggml org Llama cpp CLIP Model
- Implementation:MaterializeInc Materialize Validate Action
- Implementation:NVIDIA NeMo Curator ImageReaderStage
- Implementation:Infiniflow Ragflow ProcessLogModal Component
- Implementation:Lance format Lance ProjectionPlan
Heuristics
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
Environments
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Online ml River Build Toolchain
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:HKUDS AI Trader API Credentials
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies