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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:FMInference FlexLLMGen Text Completion API
- Workflow:Langchain ai Langchain Release Process
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Neuml Txtai Agent Orchestration
Principles
- Principle:Danijar Dreamerv3 Distributed Learner Training
- Principle:HKUDS AI Trader Frontend Portfolio Display
- Principle:Apache Kafka JVM Configuration
- Principle:Openai Evals Completion Function Protocol
- Principle:Speechbrain Speechbrain Dynamic Mixing Augmentation
- Principle:OpenRLHF OpenRLHF PPO Training Loop
- Principle:Apache Flink Partition Management
- Principle:Groq Groq python SDK Type Guards and Data Preparation
- Principle:Unslothai Unsloth GRPO Reinforcement Learning
- Principle:Apache Shardingsphere SPI Builder Loading
Implementations
- Implementation:Microsoft Playwright Trace Mode Config
- Implementation:CARLA simulator Carla UE5 Setup And Build
- Implementation:OpenHands OpenHands Webhook Installation Utils
- Implementation:Google deepmind Mujoco CI Build Steps
- Implementation:Webdriverio Webdriverio Website Pnpm Lock
- Implementation:Googleapis Python genai Part From Text
- Implementation:Mlc ai Mlc llm AWQ Quantization
- Implementation:Ollama Ollama Llama Model T5 Encoder
- Implementation:Pytorch Serve Api Utils
- Implementation:Langchain ai Langgraph Runtime Class
Heuristics
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
Environments
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Avhz RustQuant Rust Stable