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Revision as of 14:32, 22 February 2026
27,667
Total Pages
1,118
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.
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Browse by Category
| 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:Tensorflow Serving Model Export And Serving
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Langgenius Dify Plugin Management
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
Principles
- Principle:PrefectHQ Prefect AI Agent Configuration
- Principle:Arize ai Phoenix Prompt Template Rendering
- Principle:Lance format Lance Full Text Query Execution
- Principle:Pyro ppl Pyro Discrete Marginal ELBO
- Principle:Facebookresearch Audiocraft Autoregressive Token Generation
- Principle:Microsoft Onnxruntime Optimized Inference
- Principle:Interpretml Interpret Data Exploration
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Override
- Principle:CARLA simulator Carla Sensor Attachment
- Principle:Langchain ai Langgraph Graph Constants
Implementations
- Implementation:Turboderp org Exllamav2 ExLlamaV2RMSNorm
- Implementation:Openclaw Openclaw HealthCommand
- Implementation:EvolvingLMMs Lab Lmms eval VSIBench Utils
- Implementation:Treeverse LakeFS Java SDK TagsApi
- Implementation:OpenBMB UltraFeedback GPT4 Preference Annotator
- Implementation:Kornia Kornia Load Image
- Implementation:Huggingface Transformers Save Pretrained
- Implementation:Ollama Ollama Llama KV Cache
- Implementation:Apache Paimon Schema From Pyarrow
- Implementation:Vllm project Vllm VLM Prompt Template
Heuristics
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Snorkel team Snorkel Precision Init Prior
Environments
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Sgl project Sglang CUDA
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Apache Hudi Docker Demo Environment