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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:Mlflow Mlflow Prompt Management
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Openai Openai node Streaming To Client
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Apache Druid Streaming Ingestion Management
Principles
- Principle:ClickHouse ClickHouse Test Result Analysis
- Principle:Nautechsystems Nautilus trader Data Configuration Schema
- Principle:Huggingface Optimum Task Specific Preprocessing
- Principle:Online ml River KSWIN Drift Detection
- Principle:Sdv dev SDV Schema Simplification
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Haosulab ManiSkill Environment Registration
- Principle:Online ml River Cluster Evolution Monitoring
- Principle:Ggml org Llama cpp Logging System
- Principle:Tensorflow Tfjs Convolutional Neural Networks
Implementations
- Implementation:OpenGVLab InternVL VQA Batch Loader Inference
- Implementation:Neuml Txtai Graph Base
- Implementation:Obss Sahi AutoDetectionModel From Pretrained
- Implementation:Huggingface Datasets Dataset With Format
- Implementation:Confident ai Deepeval EvaluationDataset Push
- Implementation:Evidentlyai Evidently Legacy IsValidPython Feature
- Implementation:NVIDIA NeMo Curator QwenLM
- Implementation:Recommenders team Recommenders Cosmos CLI
- Implementation:Snorkel team Snorkel RandomPolicy Init
- Implementation:Risingwavelabs Risingwave CI Docker Compose
Heuristics
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
Environments
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Openai Openai python Realtime WebSocket
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment