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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:Alibaba MNN LLM Deployment Pipeline
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Sdv dev SDV Sequential data synthesis
Principles
- Principle:FlagOpen FlagEmbedding Distributed Embedder Training
- Principle:Huggingface Optimum GPTQ Model Conversion
- Principle:Ucbepic Docetl Pipeline Optimization Search
- Principle:TA Lib Ta lib python Abstract Function Instantiation
- Principle:Bigscience workshop Petals Model Evaluation
- Principle:BerriAI Litellm Integration Data Export
- Principle:Mit han lab Llm awq Calibration Data Preparation
- Principle:Webdriverio Webdriverio Command Wrapping
- Principle:Volcengine Verl Multi Turn Rollout
- Principle:Apache Hudi Feature Exploration
Implementations
- Implementation:Kornia Kornia Charbonnier Loss
- Implementation:Fastai Fastbook Text Classifier Learner
- Implementation:Anthropics Anthropic sdk python BetaWebSearchTool 20250305
- Implementation:ArroyoSystems Arroyo Connection Tester
- Implementation:DataExpert io Data engineer handbook Statsig Initialize
- Implementation:Neuml Txtai HFTrainer Call
- Implementation:OpenHands OpenHands SaasNestedConversationManager Refresh Tokens
- Implementation:Haosulab ManiSkill WidowXAI
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:Neuml Txtai Pipeline Constructors
Heuristics
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Arize ai Phoenix Environment Variable Precedence
Environments
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Allenai Open instruct vLLM Inference