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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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|---|---|---|
| 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:Tensorflow Serving REST API Inference
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Predibase Lorax Multi Adapter Merging
Principles
- Principle:AnswerDotAI RAGatouille Training Data Preparation
- Principle:Huggingface Transformers Quantization Verification
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Mit han lab Llm awq W8A8 Quantized Linear
- Principle:Tensorflow Tfjs Define Model Architecture
- Principle:Unslothai Unsloth Project Configuration
- Principle:Mage ai Mage ai Singer Message Emission
- Principle:Huggingface Datasets SQL Export
- Principle:Pyro ppl Pyro Inference Utilities
- Principle:Apache Dolphinscheduler Node Failure Detection
Implementations
- Implementation:Princeton nlp Tree of thought llm Get Task Factory
- Implementation:Microsoft Semantic kernel AstronomyPlugin OpenAPI
- Implementation:MaterializeInc Materialize Git Utilities
- Implementation:Open compass VLMEvalKit VXVERSE
- Implementation:Run llama Llama index Command Line Mappings
- Implementation:Microsoft Playwright FfConnection
- Implementation:Rapidsai Cuml Package Init
- Implementation:Open compass VLMEvalKit IoUScore Metric
- Implementation:Openai Openai python Response Input Audio Param
- Implementation:Arize ai Phoenix CorrectnessEvaluator
Heuristics
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
Environments
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Openai Openai python Azure OpenAI
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Pytorch Serve CUDA GPU Environment