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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:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Neuml Txtai Agent Execution
- Workflow:Vibrantlabsai Ragas Testset Generation
Principles
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:MaterializeInc Materialize Randomized Chaos Testing
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:FMInference FlexLLMGen Distributed Communication Abstraction
- Principle:Wandb Weave Containerized Dev Setup
- Principle:Huggingface Diffusers ControlNet Residual Injection
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:Dagster io Dagster Component Based Definitions
- Principle:Ggml org Llama cpp Speculation Strategy Selection
- Principle:HKUDS AI Trader Frontend Configuration Loading
Implementations
- Implementation:Google deepmind Mujoco MJWarp Init
- Implementation:Bentoml BentoML IO Descriptor Pandas
- Implementation:HKUDS AI Trader Merge JSONL Pattern
- Implementation:Huggingface Trl AutoModelForSequenceClassification From Pretrained
- Implementation:Arize ai Phoenix Evaluation DataFrame Schema
- Implementation:Evidentlyai Evidently Pydantic Utils
- Implementation:Haosulab ManiSkill StereoDepthCamera
- Implementation:Bigscience workshop Petals Server Run
- Implementation:Arize ai Phoenix OpenAI Chat Helper
- Implementation:Huggingface Datasets Pandas Builder
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Alibaba MNN Memory Mode Selection
Environments
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Apache Spark Python Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Truera Trulens Python Core Environment