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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:FlowiseAI Flowise Chatflow Creation
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Haotian liu LLaVA Web Demo Deployment
Principles
- Principle:Tencent Ncnn Vulkan Build Configuration
- Principle:EvolvingLMMs Lab Lmms eval Media Handling
- Principle:Iamhankai Forest of Thought Monte Carlo Tree Search
- Principle:Farama Foundation Gymnasium Classic Control Environments
- Principle:Deepset ai Haystack Faithfulness Evaluation
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:SqueezeAILab ETS Policy Model Serving
- Principle:Openai Openai agents python Handoff Configuration
- Principle:Sktime Pytorch forecasting Recurrent Architecture
- Principle:Cleanlab Cleanlab Automated Issue Detection
Implementations
- Implementation:Evidentlyai Evidently Legacy BERTScore Feature
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryFileResponseModel
- Implementation:Risingwavelabs Risingwave Dashboard Streaming API
- Implementation:Fede1024 Rust rdkafka BaseProducer Send
- Implementation:Microsoft Onnxruntime OrtTrainingPythonModule
- Implementation:Helicone Helicone Unified Types
- Implementation:Huggingface Trl RewardTrainer Evaluate Save
- Implementation:FlagOpen FlagEmbedding LLM Reranker Instruction Data
- Implementation:Ggml org Llama cpp Context Header
- Implementation:Deepset ai Haystack Sidebars Navigation Config
Heuristics
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Openai Evals Model Graded Eval Design
Environments
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime