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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:Wandb Weave SDK Release
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Sdv dev SDV Single table synthesis
Principles
- Principle:Volcengine Verl Multimodal Data Preparation
- Principle:Infiniflow Ragflow File Knowledge Linking
- Principle:Webdriverio Webdriverio AutomaticDriverManagement
- Principle:Ggml org Llama cpp Quantization
- Principle:Sktime Pytorch forecasting MLP Decoder
- Principle:Run llama Llama index Query Engine Creation
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
- Principle:Facebookresearch Habitat lab Metric Visualization
- Principle:NVIDIA NeMo Curator Motion and Aesthetic Filtering
Implementations
- Implementation:BerriAI Litellm MCP Tools
- Implementation:CrewAIInc CrewAI Selenium Scraping Tool
- Implementation:Scikit learn contrib Imbalanced learn SMOTE
- Implementation:Tencent Ncnn Top K Result Sorting
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Download Pretrained Model
- Implementation:EvolvingLMMs Lab Lmms eval SciBench Utils
- Implementation:Langgenius Dify Embed Widget
- Implementation:Scikit learn Scikit learn SafeIndexing
- Implementation:Hiyouga LLaMA Factory SFT Trainer
- Implementation:NVIDIA NeMo Curator RayClient
Heuristics
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
Environments
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Sgl project Sglang CPU
- Environment:Huggingface Datatrove Python Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Tensorflow Serving GPU CUDA Environment