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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:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Apache Flink File Source Pipeline
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Openai Openai python Chat Completion
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Tensorflow Serving Kubernetes Deployment
Principles
- Principle:Webdriverio Webdriverio Framework Abstraction
- Principle:Mistralai Client python Training Data Preparation
- Principle:Mlc ai Mlc llm Preemption Recovery
- Principle:Farama Foundation Gymnasium Functional Environment API
- Principle:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Principle:Ggml org Llama cpp GGUF Quantization
- Principle:Langgenius Dify ReactLifecycleManagement
- Principle:Norrrrrrr lyn WAInjectBench GPU Device Placement
- Principle:Scikit learn contrib Imbalanced learn Condensed Nearest Neighbour
- Principle:LaurentMazare Tch rs REINFORCE Policy Gradient
Implementations
- Implementation:Openai Openai python Batch Failed Webhook
- Implementation:Langchain ai Langchain BaseTool Invoke
- Implementation:Lance format Lance Java Ref
- Implementation:ContextualAI HALOs Summarize Metrics
- Implementation:Pyro ppl Pyro Trace ELBO Loss
- Implementation:Hpcaitech ColossalAI Trainer Base
- Implementation:Tensorflow Tfjs ConvLSTM2D Test
- Implementation:FlagOpen FlagEmbedding Matryoshka Rank Model
- Implementation:Apache Druid Joda To Regexp
- Implementation:Onnx Onnx Operator Sets Registry
Heuristics
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
Environments
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4