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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:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Online ml River Online Clustering
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:VainF Torch Pruning CNN Pruning
Principles
- Principle:Spotify Luigi External API Integration
- Principle:Ray project Ray Serve Control Plane Initialization
- Principle:Pytorch Serve Streaming Inference
- Principle:Neuml Txtai SQL Query Processing
- Principle:Ggml org Llama cpp Distributed Inference
- Principle:Kubeflow Pipelines Conditional Branching
- Principle:Sktime Pytorch forecasting Group Normalization
- Principle:ClickHouse ClickHouse Nfpm Package Generation
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:Ollama Ollama ModelArchitecture
Implementations
- Implementation:Infiniflow Ragflow MetadataManageValuesModal Component
- Implementation:Speechbrain Speechbrain Train SLURP Direct Wav2Vec
- Implementation:Mage ai Mage ai GitHub Actions ECS Deploy
- Implementation:Run llama Llama index Default Prompts
- Implementation:Langfuse Langfuse API Dataset Run Items Schema
- Implementation:Speechbrain Speechbrain Train TimersAndSuch Wav2Vec
- Implementation:TobikoData Sqlmesh SQLMeshDialect
- Implementation:CARLA simulator Carla InstallPrerequisites Script
- Implementation:Bentoml BentoML Cloud BentoAPI
- Implementation:Huggingface Optimum Save Utils
Heuristics
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
Environments
- Environment:Vllm project Vllm Buildkite
- Environment:Getgauge Taiko Chromium Browser
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Haosulab ManiSkill Python SAPIEN Core