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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:Volcengine Verl Multi Turn Tool Use Training
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Microsoft Playwright Network mocking and interception
Principles
- Principle:Hpcaitech ColossalAI Vector Embedding Retrieval
- Principle:Ggml org Ggml CI Build Testing
- Principle:Elevenlabs Elevenlabs python Audio Interface
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
- Principle:Romsto Speculative Decoding Ngram Storage
- Principle:HKUDS AI Trader Daily Trading Loop
- Principle:Sktime Pytorch forecasting Estimator Conformance Testing
- Principle:Promptfoo Promptfoo Interactive Project Setup
- Principle:Wandb Weave Version Bump Dev
- Principle:Tencent Ncnn Vulkan GPU Detection
Implementations
- Implementation:Diagram of thought Diagram of thought Adjacency List Builder
- Implementation:Unstructured IO Unstructured Golden File Fixtures Collaboration
- Implementation:Groq Groq python Transcriptions Create
- Implementation:Getgauge Taiko Intercept Redirect
- Implementation:Openai Openai python Moderation Create Response
- Implementation:Mistralai Client python Azure ChatCompletionRequest
- Implementation:CrewAIInc CrewAI LlamaIndex Tool
- Implementation:Apache Beam BeamBatchWorker Execute
- Implementation:Openclaw Openclaw RunDaemonRestart
- Implementation:ArroyoSystems Arroyo Blackhole Connector
Heuristics
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Apache Airflow Docker Container Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Volcengine Verl CUDA GPU Environment