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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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|---|---|---|
| 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:Apache Hudi Docker Demo Setup
- Workflow:Apache Flink Stream File Compaction
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Apache Spark Application Submission
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Openai Openai node Audio Processing
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Tensorflow Tfjs Layer API Surface
- Principle:Vllm project Vllm Speculative Method Selection
- Principle:Fede1024 Rust rdkafka Transaction Lifecycle Management
- Principle:Apache Airflow Task Instance State
- Principle:Ray project Ray Multi Language Cluster Initialization
- Principle:CarperAI Trlx Q Value Guided Generation
- Principle:Mlc ai Web llm Chat Request Configuration
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:NVIDIA DALI Image Normalization
Implementations
- Implementation:Huggingface Peft FourierFTModel
- Implementation:Interpretml Interpret PartitionMultiDimensionalTree
- Implementation:Microsoft Agent framework WorkflowEvent Class
- Implementation:DataTalksClub Data engineering zoomcamp Pandas Chunked CSV Loading
- Implementation:Bentoml BentoML CLI Entry Point
- Implementation:Haosulab ManiSkill InsertFlower
- Implementation:Mage ai Mage ai Intercom Streams
- Implementation:Mlflow Mlflow Docs Package Lock
- Implementation:Vllm project Vllm Dynamic 4bit Int MoE CPU
- Implementation:Deepspeedai DeepSpeed Init Inference
Heuristics
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Pytorch Serve Torch Compile Best Practices
Environments
- Environment:Apache Spark Python Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment