Domain: Education
Tags: Serverless, GenAI
Technology: Azure OAI, OpenAI
Complexity: Beginner
Description: Create an AI SME (Subject Matter Expert) which will help students of different streams to address their day to day queries, help them in assignments in progressive way. But, it should be responsible AI, filter only relatable and specific content, and restrict the rest of the content.
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Domain: Online Streaming
Tags: Serverless, Video Streaming
Technology: Azure AMP Embeddings, Vimeo
Complexity: Beginner
Description: Create a realtime Video streaming platform, application can be hosted on Cloud. Understand the streaming technology behind Netflix, Hotstar, etc., storing videos on Cloud Object Storage, and host it on Website UI.
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Domain: Image Detection and Identification
Tags: Machine Learning (Computer Vision)
Technology: GCP AutoML Vision, Azure ML Studio
Complexity: Intermediate
Description: Create a project to derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more. Just upload the image, and let ML do the rest
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Domain: Security
Tags: Cloud Security
Technology: AWS S3, Azure File Storage
Complexity: Intermediate
Description: Create a project to store file in completely secured manner, as the file is being encrypted not by just using one but three encryption algorithm which are AES, DES and RC6. Application ensures security of the user’s data stored on cloud by providing a tool that helps to encrypt files. The user must receives the key via email.
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Domain: Sentiment Analysis
Tags: Machine Learning (NLP)
Technology: GCP AutoML , Azure ML Studio
Complexity: Intermediate
Description: Create a project for the Sentiment Analysing to predict the emotional state of an individual based on the data input from the person's social media posts and interactions. To perform this analysis, integrate platform like twitter, instagram, etc., to the website or the mobile application and take the user authorized account name and process the data accordingly in your backend server and finally display the result of analysis performed i.e. the emotional state of the individual whose account name was provided.
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Domain: Image Detection and Identification
Tags: MLOps
Technology: Kubeflow, OpenCV, Kubernetes
Complexity: Hard
Description: Create a project to demonstrates how to use kubeflow end-to-end to use Tensorflow MuiltiWorkerMirroredStrategy on the local Kubernetes cluster for distributed training, and implement image similarity calculation through FaceNet algorithm and OpenCV face recognition technology.
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Domain: E-Commerce
Tags: Full Stack
Technology: Cloud Database (NoSQL), Containers
Complexity: Hard
Description: Create a project which demonstrates e-commerce utility. You need to use Databases hosted in cloud environments for storing user information, product details, admin information.
Related Links:
- Advanced E-commerce with ML
- Effective Use of cloud databases in Ecommerce
- Build digital ecommerce with Google Cloud
- Example Scenario
Domain: Security
Tags: Machine Learning, Data Mining
Technology: Deep Learning, Azure threat protection ML
Complexity: Hard
Description: Create a project will identify whether the website link is phishing or scam. Break entire application in THREE parts:
- Website: Create a webapp for interacting with ML models using API.
- ML model: Use Deep Learning algorithms for building advanced AI based phising link detection system.
- Cloud: Use cloud to host/deploy your ML model and use cloud based fast, realtime, end-to-end encrypted APIs to interact with the model.
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