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Artificial intelligence (AI) uses computers and other machines to accomplish complicated tasks typically associated with the human mind — like problem-solving and decision-making.
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- Portfolio projectAI • Machine learning • Python
PyTorch Portfolio Project
Create a data science portfolio project to demonstrate your technical skills in building and training neural networks with PyTorch.Independent,Portfolio Ready - Practice projectMachine learning • AI • Data science
Pet Image Classification and Detection with Transformers
Use transformers to fine-tune a vision transfomer (ViT) for image classification and evaluate an object detection model (e.g., DETR) on the Oxford-IIIT Pet Dataset.More guidance, - Practice projectData science • Machine learning • AI • Python
Classifying Microscopic Histopathology Images with PyTorch
Train and evaluate a CNN to detect tumors in histopathological scans from the PatchCamelyon dataset.More guidance, 45 min - Practice projectData science • AI • Machine learning • Python
Explainable AI in Employee Attrition Prediction
Predicting employee attrition is challenging for HR departments, as it helps organizations retain valuable talent and reduce turnover costs. However, AI models used in such decisions must be transparent and interpretable, ensuring that HR professionals can trust and understand the predictions. In this project, we will use the IBM HR Analytics Employee Attrition Dataset to predict whether an employee will likely leave the company. We will train different machine learning models and apply Explainable AI (XAI) techniques to interpret their predictions. By the end of this project, we will have a fully interpretable pipeline that can help HR professionals make informed, fair, and data-driven decisions regarding employee retention.More guidance,
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- Article
Design Mobile App UI with Google Stitch (Step-by-Step Guide)
Explore Google Stitch, an AI tool that turns prompts and wireframes into UI. Complete tutorial with step-by-step project examples. - Article
Build an AI Travel Assistant With Google Agent Development Kit (ADK)
Learn how to build multi-agent AI applications using Google Agent Development Kit (Google ADK) by developing an AI travel assistant. - Article
What is Reinforcement Learning? With Examples
Learn the basics of reinforcement learning with its types, advantages, disadvantages, and applications. - Article
Prompt Engineering 101: Understanding Zero-Shot, One-Shot, and Few-Shot
Learn prompt engineering techniques like zero-shot, one-shot, and few-shot prompting for tasks like image generation and coding.