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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:Openai Evals Creating a model graded eval
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Apache Spark Building and Testing
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
Principles
- Principle:Datahub project Datahub Metadata Emission
- Principle:Speechbrain Speechbrain Dataset Specific Data Preparation
- Principle:Sail sg LongSpec Prompt Formatting
- Principle:SeldonIO Seldon core Kubernetes Operator Orchestration
- Principle:NVIDIA DALI External Data Source
- Principle:Tensorflow Serving HTTP Server Setup
- Principle:Google deepmind Dm control MJCF Structure Building
- Principle:NVIDIA NeMo Aligner Hydra Training Configuration
- Principle:Huggingface Datasets Parquet Export
- Principle:LaurentMazare Tch rs Operator Overloading
Implementations
- Implementation:Infiniflow Ragflow Collapse Component
- Implementation:Scikit learn Scikit learn NeighborhoodComponentsAnalysis
- Implementation:Speechbrain Speechbrain Hparams GigaSpeech Conformer Transducer
- Implementation:SeleniumHQ Selenium Platform
- Implementation:Tencent Ncnn YOLOv4 Example
- Implementation:Guardrails ai Guardrails Guard Load
- Implementation:Nightwatchjs Nightwatch Custom Assertion Type Definitions
- Implementation:Truera Trulens Otel RecordInfo Component
- Implementation:Nightwatchjs Nightwatch Custom Assertion Interface
- Implementation:Elevenlabs Elevenlabs python WorkspaceClient
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
Environments
- Environment:Predibase Lorax Model Source Credentials
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Obss Sahi Python Image Processing
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Guardrails ai Guardrails Python 3 10 Runtime