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1,118
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:Intel Ipex llm QLoRA Finetuning
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Treeverse LakeFS External Data Import
Principles
- Principle:Rapidsai Cuml Cluster Label Assignment
- Principle:Huggingface Transformers Adapter Weight Saving
- Principle:Sail sg LongSpec Token Acceptance
- Principle:OpenHands OpenHands User Migration
- Principle:Tencent Ncnn Face Alignment And Recognition
- Principle:OpenHands OpenHands Conversation Initiation
- Principle:Avhz RustQuant Fast Fourier Transform
- Principle:Speechbrain Speechbrain Sound Classification Training
- Principle:OpenGVLab InternVL Conversation Template System
- Principle:Explodinggradients Ragas Experiment Orchestration
Implementations
- Implementation:Webdriverio Webdriverio AppiumLauncher Class
- Implementation:Openai Openai python Module Level Client
- Implementation:CARLA simulator Carla SensorRegistry
- Implementation:Haosulab ManiSkill Camera Pose Randomization
- Implementation:Hpcaitech ColossalAI Code Reward Testing Util
- Implementation:Webdriverio Webdriverio DeleteSession Command
- Implementation:Apache Flink SplitsAddition
- Implementation:DataExpert io Data engineer handbook GetLocation UDF
- Implementation:Sgl project Sglang CPU MoE INT8
- Implementation:Triton inference server Server InferUtil
Heuristics
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Trailofbits Fickling Severity Threshold Selection
Environments
- Environment:Neuml Txtai Python Core Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Togethercomputer Together python Python SDK Runtime