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Choosing the Right Major Tips from Academic Advisors
🧠 What Can AI Do?
AI systems are capable of:
- Input System and User Prompts: Users can enter both system prompts and user prompts.
- Model Selection: Users can select from multiple AI models (e.g., OpenAI and Grok)
- Response Display: The app will display the responses from selected models side-by-side.
- Token Usage Tracking: It will show the number of tokens used for each query.
- Execution Time Measurement: The application will measure and display the time taken.
AI is not about replacing humans, but about augmenting human capabilities.
🚀 Common Types of AI
- Narrow AI – Designed for specific tasks (e.g., chatbots)
- General AI – Human-like intelligence (still theoretical)
- Super AI – Intelligence beyond humans (conceptual)
🛠️ How AI Systems Are Built
FrankieOne’s internal support tooling was built on a legacy Vue.js 2.0 application that quickly became a bottleneck. The outdated framework required frontend expertise to manage even minor updates as internal operations expanded.
- Collect relevant data
- Clean and preprocess the data
- Choose an appropriate model
- Train the model
- Test and improve performance
- Deploy to production
🖼️ Visual Example
To begin, let’s take a look at the main tabs we will build for our AI Model Comparision App:
💻 Example Code Snippet
# Simple AI example: Text classification
from sklearn.naive_bayes import MultinomialNB
model = MultinomialNB()
model.fit(X_train, y_train)
print(model.predict(["AI is transforming technology"]))📊 Popular AI Tools
| Tool | Category |
|---|---|
| TensorFlow | Deep Learning |
| PyTorch | Research |
| OpenAI API | Language Models |
| Scikit-learn | Machine Learning |
🔍 Real-World Applications
Congratulations on following this AI tutorial to build your own AI Model Comparison App! You have learned how to integrate Novai with Portkey, set up data sources, create a user-friendly interface, and implement the necessary logic to compare AI models.
- Healthcare diagnosis
- Recommendation systems
- Autonomous vehicles
- Virtual assistants
✅ Summary
AI is reshaping industries by improving efficiency and enabling smarter solutions. Understanding its fundamentals is essential for future-ready skills. If you have any doubts or questions as you continue your journey with Novai and Portkey, feel free to reach out to us on Slack.