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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:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Microsoft Playwright API testing
Principles
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Arize ai Phoenix Prompt Version Tagging
- Principle:Unstructured IO Unstructured Section Aware Chunking
- Principle:Mbzuai oryx Awesome LLM Post training Data Export Pipeline
- Principle:PrefectHQ Prefect AI Agent Configuration
- Principle:Dotnet Machinelearning SSA Forecasting Configuration
- Principle:Speechbrain Speechbrain Whisper Finetuning With LR Scheduling
- Principle:OpenBMB UltraFeedback Critique Annotation
- Principle:PrefectHQ Prefect Global Concurrency Limits
- Principle:DevExpress Testcafe Configuration Loading
Implementations
- Implementation:Allenai Open instruct DPO Loss Function
- Implementation:Tensorflow Tfjs Model Summary Test
- Implementation:Huggingface Optimum Run And TimeBenchmark
- Implementation:Risingwavelabs Risingwave Deserializer Interface
- Implementation:Facebookresearch Audiocraft BaseQuantizer
- Implementation:SeleniumHQ Selenium Git Fork And Branch Pattern
- Implementation:FlowiseAI Flowise PricingDialog
- Implementation:Hpcaitech ColossalAI Generate With Actor
- Implementation:Pyro ppl Pyro Util
- Implementation:FlowiseAI Flowise AgentflowStickyNote
Heuristics
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
Environments
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Neuml Txtai GPU Accelerator Detection