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Principles
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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:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Apache Flink File Sink Pipeline
Principles
- Principle:LaurentMazare Tch rs Deep Deterministic Policy Gradient
- Principle:Iamhankai Forest of Thought Chain of Thought Reasoning
- Principle:Huggingface Datasets TensorFlow Formatting
- Principle:Microsoft Onnxruntime Input Data Preparation
- Principle:Apache Flink Async Sink Framework
- Principle:Microsoft Onnxruntime Inference Model Export
- Principle:Eventual Inc Daft UDF Metrics
- Principle:DevExpress Testcafe Smart Assertions
- Principle:Huggingface Diffusers Latent Decoding
- Principle:Ucbepic Docetl Pipeline Configuration
Implementations
- Implementation:Pyro ppl Pyro Pyro Deterministic
- Implementation:InternLM Lmdeploy UnfusedAttentionKernels
- Implementation:TA Lib Ta lib python Stream Function API
- Implementation:Avhz RustQuant GradientDescent optimize
- Implementation:Microsoft Autogen Studio Chat Input
- Implementation:Hpcaitech ColossalAI Stream Chat Patch
- Implementation:PacktPublishing LLM Engineers Handbook CrawlerDispatcher Build
- Implementation:Speechbrain Speechbrain Prepare IEMOCAP
- Implementation:Apache Airflow GenericDAGNode
- Implementation:OWASP Www project top 10 for large language model applications ReadmeGenerator Main
Heuristics
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
Environments
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Ollama Ollama Go Runtime
- Environment:Vllm project Vllm Distributed
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Apache Spark Release Build Environment