Module-4: AI Driven Problem Solving & Innovation

Module-4: AI Driven Problem Solving & Innovation

 

AI for coding Assistance - GitHub Copilot:

Here we learn how copilot or ChatGPT are used in coding. Copilot extension is available in VS Code, Visual Studio to enhance the coding experience. Copilots generate code as per your requirements and explain step by step. You can fix the code or errors line by line as well & avoid the syntax or compilation errors.

You can login to the GitHub copilot & active or inactive for specific file. You can also use inline chat for code generation. Review the code and if it’s good then accept. All code is saved in history you can use any time.

ChatGPT: If you are stuck in any code implementation and want to enhance the old code then ChatGPT is also a good option. You just mention your code or functionality AI will generate the code for you. It’s very helpful.

AI is used in all programming languages. So, it is easy for developers.

 

AI for Problem Framing:

Here we understand how to ChatGPT solve problem solving skills. Define the problem effectively so AI provides specific answers. You ask why until you are not clear the concepts. Problem Decomposition – breaking it into smaller. Data Gathering – collect more data for problem solving.

Problem Framing Techniques:

 

 

Solve Framework:

It helps to make decisions by making clearer.

Situations: identifying the problem situation.

Obstacles: identifying the problem difficulties

Limitations: Outline any restrictions or boundaries

Vision: define your goal.

Expectations: What key things need to be addressed.

You just mention your problem statement in ChatGPT with specific prompt.

For example: Prompt like:

“Just imagine you are the tax consultant. Analysis ITR: What is mean by ITR? How do I file ITR? People are not aware of it, which leads to the problem. (This is your problem) Using a chain of thoughts or outline step by step research, suggest the best solution”.

Prompt Framework: Guide you how to talk to AI.

Solve Framework: It’s used to define your problem statement.

AI for Brainstorming:

If you enter any problem, statement with actual problem + specific prompt framework. You also mention provide specific examples, others solution etc.

ChatGPT will provide the best results.

For example:

“As you are a software developer, you want to launch new software: how do you launch such software publicly? How price will decide. How we reach customers for requirements. Provide some examples. Also share some best options to process this smoothly.”

In this way you mention the problem statement then ChatGPT provide the best solutions. Post AI solution you also ask for better one with solution 2. In this way you can achieve brainstorming.

If you mention role then ChatGPT provides the solutions based on such perspective.

For example: Mentions in start like Act as software developer or Finance advisor etc.

 

AI Powered Solution Navigator -

 

Defined Problem |    AI Guided Brainstorming & Evaluation |   Solution 

AI Chat Assistant:

Copilot helps you to perform all your tasks like email, work, ppt etc. Just go to browser and type Copilot below interface will open:

 

 

Here you can ask anything of copilot, it will provide the better information which is helpful.

 

AI for conversational Intelligence:

Here we learn one AI like Claude which is helpful to complete a wide variety of tasks.

You can simply access: https://claude.ai/   - (You need to login)

Once you login with your email id, its look like:

It’s similar to another AI tool like ChatGPT or Copilot.

But Cloude is mostly used in 2 cases:

1.Visualizations: Simply you can upload any file that you want to visualize. Claude easily generates visualization for you with code.

2. To Create Dashboard: If you want dashboard for your case study then simply paste your case study as text, Claude creates Dashboard for you.

You can also create the HTML page for your case study presentation and download related code well.

 

AI for prototyping:

Here we learn how AI helps to enhance prototyping for smarter and faster product development.

Speed – Accelerate prototyping development

Cost – Minimize prototyping Cost

Exploration – Expands design development

Data Driven Iterations – Simulate user interactions

We simply instructed out ChatGPT to iterate.

 

AI Prototyping: From Concepts to Implementation:

 Low Fidelity <----------------------------------------------------> High Fidelity

 

Refining Prototype with AI:

Here we understand the importance of iterations & feedback loops. How AI thinking in Prototyping Process. You can get simulative user feedback from ChatGPT.

Red Flag Checklist:

Over Reliance – Don’t accept AI output directly, just ask questions till clarify or agree on output. Always apply expert judgement and insights.

Lack of Human Intuition – AI misses design or human experience.

Limited Creativity – Inject original thought. AI can tend to be repetitive. Consider adding your creativity.

Ignores Real user feedback – AI feedback is useful but always test with real users testing.

Building Custom GPT:

Custom GPT means customize your ChatGPT. When you open ChatGPT on the left pane find Explore GPT, this option is available for paid users.

 

If you want to create your own GPT then on profile select your own GPT or My GPT option, it looks like:

 

In the configure option you fill in the details below:

You can get all these configure details from ChatGPT, just ask what GPT you want to create then ChatGPT provides all required details then copy those and paste them here.

In the knowledge section you need to upload some files about which type of conversation happens. You can upload any type of file.

Once you click on Create option right side then below options are available:

You can select the option as per your requirement. Now your custom GPT is ready to use.

AI Design Magic:

Here we explore Microsoft Designer. Its powerful AI design tool is from Microsoft.

How to generate designs using AI.

How to Customize templates for different platforms like Instagram or LinkedIn.

How to export and share your work.

https://designer.microsoft.com/

Here you can design any things like Images, social post, banners etc.