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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:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Apache Spark Release Process
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Openai Openai node Realtime Event Handling
- Principle:Unslothai Unsloth Raw Text Data Loading
- Principle:Apache Druid Schema Discovery
- Principle:TobikoData Sqlmesh Development Environment Creation
- Principle:AUTOMATIC1111 Stable diffusion webui Runtime Function Patching
- Principle:MaterializeInc Materialize Composition Service Definition
- Principle:Diagram of thought Diagram of thought Convergence Assessment
- Principle:Iterative Dvc Data Transfer Execution
- Principle:Huggingface Datatrove Random Sampling
- Principle:Explodinggradients Ragas Prompt Iteration Comparison
Implementations
- Implementation:Apache Paimon Schema
- Implementation:OpenHands OpenHands Version
- Implementation:Getgauge Taiko Gauge Run
- Implementation:CARLA simulator Carla Command SpawnActor Then
- Implementation:Google deepmind Mujoco Platform Plugin Header
- Implementation:Scikit learn contrib Imbalanced learn ValueDifferenceMetric
- Implementation:Microsoft Playwright FrameSelectors
- Implementation:Speechbrain Speechbrain Train IWSLT22 SAMU mBART
- Implementation:Pyro ppl Pyro DenseNN
- Implementation:Microsoft Onnxruntime CPU GRU Forward
Heuristics
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Protectai Llm guard Lazy Scanner Loading
Environments
- Environment:Huggingface Diffusers Attention Backends
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Apache Airflow Docker Container Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment