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Workflows
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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:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
Principles
- Principle:Treeverse LakeFS S3 Path Mapping
- Principle:Fede1024 Rust rdkafka FFI Binding Layer
- Principle:Openai Openai python Realtime Error Handling
- Principle:Google research Deduplicate text datasets Duplicate Range Collection
- Principle:Intel Ipex llm LoRA Adapter Injection
- Principle:Huggingface Peft Causal LM Dataset Preparation
- Principle:Dotnet Machinelearning Alias Method Sampling
- Principle:Huggingface Diffusers Weight Mapping
- Principle:Microsoft Agent framework Custom Aggregation Pattern
- Principle:Ggml org Llama cpp Unicode Text Processing
Implementations
- Implementation:Microsoft LoRA GPT2 Encode Pipeline
- Implementation:ClickHouse ClickHouse Poco HTTPSession Impl
- Implementation:BerriAI Litellm Fallback Utils
- Implementation:Evidentlyai Evidently Legacy Options
- Implementation:Tensorflow Serving Multi Inference Test
- Implementation:Avhz RustQuant Uniform Distribution
- Implementation:ThreeSR Awesome Inference Time Scaling Config Function
- Implementation:SqueezeAILab ETS Tree Select Softmax Costmodel
- Implementation:Recommenders team Recommenders Time Aware LSTM Cells
- Implementation:Protectai Llm guard Input Language
Heuristics
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Alibaba MNN Memory Mode Selection
Environments
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Unslothai Unsloth Llama Cpp
- Environment:OpenGVLab InternVL PyTorch CUDA