🧭 Guided ML Development Platform

ZeroCore
Smart Development Journeys

Intelligent development platform that creates personalized user journeys and automatically guides you to the right tools, workflows, and platform components for your specific model type.

📍 Current Journey: Image Classification
Step 3 of 5 - Data Preprocessing
✓ Data Source Connected
Image dataset loaded from S3 bucket
✓ Model Type Selected
Convolutional Neural Network (CNN)
🔄 Current: Data Preprocessing
Setting up image augmentation pipeline
→ Tools: OpenCV, PIL, Albumentations
⏳ Next: Model Architecture
Design CNN layers and connections
⏳ Final: Training & Evaluation
Train model and validate performance
🎯 Intelligent Development Platform

What is ZeroCore?

ZeroCore is a guided development platform that creates personalized user journeys for ML model development. It intelligently understands your goals and automatically directs you to the right tools, workflows, and platform components in the optimal sequence.

Intelligent Journey Creation

Goal Understanding

Analyzes your project requirements, data characteristics, and desired outcomes to understand exactly what type of model you need to build.

Personalized Workflow

Creates a custom development journey with the optimal sequence of steps, tools, and platform components specific to your model type and requirements.

Smart Tool Selection

Automatically presents the right tools at the right time - from data preprocessing libraries to algorithm frameworks based on your current development stage.

Platform Integration

Seamlessly connects you to Data Input Streams, Model Hub, and CortexFlow components as needed throughout your development journey.

Journey Creation Process

1
Project Analysis

Understands your data type, problem domain, and success criteria to determine the optimal development approach.

2
Journey Design

Creates a step-by-step development workflow with clear milestones and the right tools for each stage.

3
Guided Execution

Guides you through each step with the right tools, automatically connecting to platform components as needed.

Model-Specific Development Paths

ZeroCore creates different development journeys based on your model type, ensuring you get the most relevant tools and workflows.

Image Classification

CNN-based workflows with image preprocessing and augmentation tools

• OpenCV • PIL • TensorFlow • PyTorch

Natural Language Processing

Transformer-based workflows with text preprocessing and tokenization

• NLTK • spaCy • Transformers • BERT

Time Series Forecasting

LSTM/GRU workflows with temporal data processing tools

• Pandas • NumPy • Statsmodels • Prophet

Recommendation Systems

Collaborative filtering workflows with user-item interaction tools

• Surprise • LightFM • Implicit • Matrix Factorization
🛤️ Development Journeys

Guided User Journeys

See how ZeroCore creates personalized development journeys for different model types, automatically connecting you to the right tools and platform components at each stage.

Example Journey: Computer Vision Model

From data ingestion to production deployment - see how ZeroCore guides your development process

1

Data Connection

Connect to image dataset via Data Input Streams

Tools Provided:
• S3 Connector
• Data Validation
• Preview Tools
2

Data Preprocessing

Image preprocessing and augmentation pipeline

Tools Provided:
• OpenCV
• PIL/Pillow
• Augmentation libs
3

Model Design

CNN architecture design and implementation

Tools Provided:
• PyTorch/TensorFlow
• Model templates
• Architecture tools
4

Training

Model training with CortexFlow integration

Tools Provided:
• Training loops
• Optimization
• Monitoring
5

Deployment

Model Hub storage and API endpoint creation

Tools Provided:
• Model registry
• API generation
• Monitoring setup
Ready to Start Journey

No Wrong Turns

Eliminates guesswork by providing the exact tools and steps needed for your specific model type and requirements.

  • Pre-validated workflows
  • Best practice enforcement
  • Optimal tool selection
  • Proven methodologies

Accelerated Development

Reduces development time by automatically providing the right tools at the right moment in your workflow.

  • Instant tool availability
  • No setup overhead
  • Seamless transitions
  • Parallel processing

Platform Integration

Automatically connects to all AICortex platform components as needed throughout your development journey.

  • Data Input Streams
  • Model Hub integration
  • CortexFlow deployment
  • CortexLogs monitoring
🛠️ Intelligent Tool Selection

Right Tools, Right Time

ZeroCore intelligently selects and provides the optimal tools for each stage of your development journey based on your model type, data characteristics, and current progress.

Dynamic Tool Provisioning

Context-Aware Selection

Analyzes your current development stage, data type, and model requirements to automatically select the most appropriate tools and libraries.

Example: For image classification → OpenCV for preprocessing, PyTorch for modeling, Albumentations for augmentation

Just-in-Time Provisioning

Tools are provided exactly when needed in your workflow, with pre-configured environments and optimized settings for your specific use case.

No need to research, install, or configure tools - they're ready when you reach each development stage

Optimized Configurations

Tools come pre-configured with optimal settings for your specific model type and data characteristics, eliminating trial-and-error setup.

Pre-tuned hyperparameters, optimal memory settings, and performance configurations

Tool Selection Example

1 Data Analysis

Your dataset: 50,000 images, 224x224 pixels, 10 classes

Tools Selected:
OpenCV for image processing, PIL for basic operations, Matplotlib for visualization

2 Model Architecture

Classification task identified → CNN architecture recommended

Tools Selected:
PyTorch with pre-built CNN modules, torchvision for model templates

3 Training Setup

Large dataset → distributed training and augmentation needed

Tools Selected:
DataLoader optimization, Albumentations for augmentation, learning rate scheduling

Seamless Platform Integration

Data Streams

Automatically connects to relevant data sources based on your model requirements

Model Hub

Provides pre-trained models and templates relevant to your specific use case

CortexFlow

Transitions your development to production training with optimized pipelines

CortexLogs

Monitors your development journey and provides insights for optimization

Start Your Guided Development Journey

Experience intelligent ML development with ZeroCore. Get personalized development journeys, smart tool selection, and seamless platform integration that guides you to success.

Smart Journeys
personalized workflows
Right Tools
optimal selection
No Setup
instant development
Full Integration
seamless platform