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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:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Neuml Txtai API Deployment
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Global State Management
- Principle:FMInference FlexLLMGen HELM Scenario Configuration
- Principle:Haosulab ManiSkill Motion Planning Execution
- Principle:Run llama Llama index Agent Execution
- Principle:Mage ai Mage ai Record Validation and Batching
- Principle:Scikit learn Scikit learn Discriminant Analysis
- Principle:SeleniumHQ Selenium Pull Request Submission
- Principle:Treeverse LakeFS Branch Creation
- Principle:Cleanlab Cleanlab Object Detection Quality Scoring
- Principle:Volcengine Verl SAPO Algorithm
Implementations
- Implementation:Google deepmind Mujoco XML Native Reader
- Implementation:Apache Flink Mapreduce HadoopInputFormat
- Implementation:Gretelai Gretel synthetics ACTGAN Init
- Implementation:Mlc ai Mlc llm Engine Interface
- Implementation:Iterative Dvc Dependency Dataset
- Implementation:Ollama Ollama Llama Common
- Implementation:Guardrails ai Guardrails Create Command Server
- Implementation:Ggml org Ggml Cpu riscv quants
- Implementation:Bitsandbytes foundation Bitsandbytes MatMul8bitLt
- Implementation:Ucbepic Docetl PipelineSettings
Heuristics
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
Environments
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:OpenHands OpenHands Frontend Build Environment