 won't tell you. Having certifications on your resume doesn't get you hired. 

Having deployed projects on your GitHub does.

I've been on both sides of the interview table. As a candidate and as someone reviewing candidates. And I can tell you with confidence that the candidates who get selected are the ones who can open their GitHub, show a live project, and explain the architecture decisions they made.

The problem is, most developers don't know what projects to build. They end up with basic chatbots or Jupyter notebooks that don't impress anyone. So let me share 5 specific projects that will make hiring managers actually stop and look at your profile.

These are not random project ideas. These are the exact types of systems that companies are building in 2026. If you have these on your GitHub, you're showing that you can do the job before you even walk into the interview.

 A system that takes unstructured documents (PDFs, Word files, web pages) and processes them into structured, searchable content. It extracts key information, generates summaries, creates embeddings, and stores everything in a vector database for later retrieval.

 Every company has documents. Contracts, reports, manuals, support tickets. They all want AI to make sense of these documents. If you've built a document processor, you're solving a problem they already have.

Document loading from multiple formats (PDF, DOCX, HTML, Markdown). Not just one format. A proper chunking pipeline with configurable chunk sizes and overlap. Experimentation with at least two chunking strategies (recursive and semantic). Embedding generation using a production-grade model like OpenAI's text-embedding-3-large. Storage in a vector database (Pinecone or Qdrant). A simple query interface where you can ask questions about the processed documents.

 Python, LangChain 1.0, OpenAI API, Pinecone or Qdrant, FastAPI for the API layer.

 Add a comparison dashboard that shows how different chunking strategies affect retrieval quality. Use RAGAS to evaluate each approach. This shows you don't just build things, you measure them.

 Include a diagram of your pipeline architecture. Show the flow from document upload to query response. Add actual metrics from your RAGAS evaluation. This is what separates a toy project from a portfolio-worthy one.

 An AI agent that takes a research question, searches multiple sources (vector database, web, APIs), synthesizes the information, and produces a structured research report with citations.

 Agents are the future of Gen-AI applications. Companies are moving from simple chatbots to autonomous systems that can complete complex tasks. If you can build an agent that works reliably, you're ahead of 90% of candidates.

A LangGraph state machine with multiple nodes: query planning, retrieval, web search, synthesis, and quality checking. Multiple retrieval sources. Don't just use one vector database. Include web search (Tavily or similar), maybe a database query tool, and your document store. A supervisor node that decides which sources to query based on the question type. A grading step that checks if the retrieved information is actually relevant (this is Corrective RAG). Report generation with proper citations showing which source each fact came from.

 Python, LangGraph 1.x, LangChain 1.0, Tavily Search, Pinecone, FastAPI.

 Add streaming output so the user can see the agent working in real-time. Show which nodes are being executed, what decisions the agent is making, and when it retries. This demonstrates your understanding of LangGraph streaming and observability.

This is exactly the kind of project we build in Sprint 2 of 

. A complete multi-source research agent with LangGraph orchestration, deployed and ready for your GitHub. 

Project 3: Enterprise RAG System with Evaluation

 A full production-grade RAG system with hybrid search, re-ranking, evaluation pipeline, and an admin dashboard. Not just a basic "ask questions about your PDFs" demo.

 RAG is the most common Gen-AI pattern in enterprise. But the difference between a demo RAG system and a production RAG system is massive. If your GitHub shows a production-grade RAG with proper evaluation, it tells the hiring manager you understand what "production" actually means.

Hybrid search combining vector search with BM25 keyword search. This handles both semantic queries and exact-match queries. A re-ranking step using a cross-encoder model that re-scores results after initial retrieval. A RAGAS evaluation pipeline that automatically tests retrieval quality whenever you change parameters. An admin dashboard where you can see retrieval metrics, most common queries, failed queries, and system health. Proper error handling. What happens when the vector database is down? When the LLM API times out? When the user uploads a corrupted PDF?

 Python, LangChain 1.0, Pinecone/Qdrant with hybrid search, RAGAS, FastAPI, React or Streamlit for the dashboard, Docker.

 Include a configuration system that lets you A/B test different settings (chunk size, embedding model, number of results) without redeploying. This shows you think about iterating and improving, not just building and forgetting.

 Include a table showing how different configurations affect your RAGAS scores. Something like "Chunk size 500 + BGE embeddings = 0.82 faithfulness" vs "Chunk size 1000 + OpenAI embeddings = 0.91 faithfulness." Real data beats theory.

 A Model Context Protocol server that connects an AI assistant to a real external service. This could be a GitHub integration, a Notion connector, a database query tool, or a custom API wrapper.

 MCP is becoming the standard way to connect AI systems to enterprise tools. It shows up in 30-40% of Gen-AI job descriptions in 2026. But very few developers have actually built one. If you have an MCP server on your GitHub, you immediately stand out.

A fully functional MCP server built with FastMCP or the official MCP Python SDK. At least 3-4 tools (actions the AI can perform). For example, if its a GitHub MCP server: list repositories, create issues, search code, and check PR status. At least 1-2 resources (data the AI can read). For example: read a specific file from a repo, or get a user's profile. Proper error handling for API failures, rate limits, and authentication errors. Configuration for both stdio transport (for local use with Claude Desktop) and Streamable HTTP transport (for remote deployment). A README with setup instructions for connecting to Claude Desktop.

 Python, FastMCP or official MCP SDK, the external API you're integrating with, Docker for deployment.

 Build an MCP server for something you actually use. If you use Notion, build a Notion MCP server. If you work with Jira, build a Jira MCP server. This shows practical thinking. And include a demo video in your README showing the MCP server working inside Claude Desktop. A 2-minute video is worth more than 2 pages of documentation.

 MCP servers are still relatively new. There aren't many good open-source examples out there. This means even a well-built simple MCP server will stand out on your GitHub.

Project 5: Full-Stack Gen-AI Application on AWS Bedrock

 A complete, deployed Gen-AI application that runs on AWS Bedrock. It combines everything from the previous projects into one cohesive system: document processing, RAG retrieval, agent orchestration, and a user-facing interface.

 Anybody can build a demo on their laptop. But deploying to a cloud platform, handling authentication, managing costs, setting up monitoring, that's real engineering. This project proves you can ship production software, not just write Python scripts.

AWS Bedrock integration for model inference (using Claude or another model through Bedrock's API). A complete RAG pipeline with the vector database hosted in the cloud. An agent built with LangGraph that uses multiple tools. Proper authentication (API keys or OAuth). A simple frontend (React, Next.js, or even Streamlit). Dockerized deployment. Basic monitoring and logging. Cost tracking (Bedrock charges per token, so show you're aware of costs).

 Python, AWS Bedrock, LangGraph, FastAPI, Docker, React or Streamlit, AWS services (S3, Lambda, or ECS).

 Add guardrails. AWS Bedrock has built-in guardrail features for content filtering and PII detection. Enable them and document how they work. This shows you think about safety and compliance, which is crucial for enterprise roles.

 Include an architecture diagram showing how all the AWS services connect. Add a "Cost" section explaining how much it costs to run the system per month. And add a "Limitations and Future Improvements" section, interviewers love seeing that you think critically about your own work.

Building the projects is only half the work. How you present them matters just as much.

A clear README with a one-paragraph description of what the project does. An architecture diagram. Setup instructions that actually work (test them on a fresh machine). Screenshots or a demo video. A "Tech Stack" section listing all technologies used. A "Key Decisions" section explaining why you chose certain approaches over alternatives. A "Metrics" or "Evaluation" section with actual numbers.

Pin these 5 projects on your GitHub profile.

 When a hiring manager visits your GitHub, these should be the first things they see.

 Use proper folder structure, type hints, docstrings, and meaningful variable names. No one wants to review spaghetti code.

Want to build all 5 of these projects with expert guidance?

where you build these exact types of projects from scratch. Each project is production-grade and goes straight to your GitHub. Plus you get 5 mock interviews to practice talking about them. Built for working developers with 2+ years of experience. 

5 Gen-AI Projects for Your GitHub Portfolio in 2026 | TechSimPlus

5 production-grade Gen-AI projects to build for your GitHub portfolio in 2026. Includes document processor, RAG system, MCP server, research agent, and AWS Bedrock deployment.

5 Gen-AI Projects That Will Make Your GitHub Portfolio Stand Out in 2026

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            font-size: 16px;
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            Installation and Setup For React JS and Next JS
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">2 Days</span></div>
      </div>
    </div>

<style>
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        .content-temp-title-side-text {
            margin-right: 10px;
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        .content-temp-title-image {
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        .content-temp-title {
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    <div class="d-flex align-items-center">
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          <span class="content-temp-title">
            Mastering React.js: Building Dynamic User Interfaces
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">1.5 Months</span></div>
      </div>
    </div>

<style>
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        .content-temp-title-side-text {
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        .content-temp-title-image {
            width: 25px !important;
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        .content-temp-title {
            color: #006d77;
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    <div class="d-flex align-items-center">
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            Next.js - Taking Web Development to the Next Level
          </span>
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        <div><span class="color-gray-400 fs-12px">1 Month</span></div>
      </div>
    </div>

<style>
        /* Title Style  */
        .content-temp-title-side-text {
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            justify-content: center;
            align-items: center;
            font-size: 16px;
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        }

        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
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        .content-temp-title {
            color: #006d77;
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    <div class="d-flex align-items-center">
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          <span class="content-temp-title">
            Bringing it All Together: Full Stack Development
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">1 Month</span></div>
      </div>
    </div>

<style>
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            margin-right: 10px;
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            display: flex;
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        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
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        .content-temp-title {
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            Real-World Project Ideas to Ignite Your Creativity!
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">1 Month</span></div>
      </div>
    </div>

 <div class="mb-20px">  </div>

 <span class = "mt-10"><strong>Learn the MERN Stack,</strong> and build dynamic web applications using MongoDB, Express.Js, React.Js, Next.Js, and Node.Js. </span>

Integrate third-party APIs like Payment Gateway, Email, OAuth, and more.

Learn about deploying MERN applications on different cloud providers like AWS, DigitalOcean and others

Get an Internship Certificate.

Get One Year Membership with TechSim+

Full Stack Development Course In Jabalpur | TechSimPlus

Best MERN Stack Training Institute | TechSimPlus

MERN Stack Development Course | TechSimPlus

Full Stack Development with NodeJS & React JS | TechSimPlus

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MERN Stack Development Course in Indore | TechSimPlus

MERN Stack Development Course in Bhopal | TechSimPlus

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Full Stack Development with Node, React, Express and MongoDB

Master Full Stack Development: NodeJS, ReactJS, ExpressJS & MongoDB Course

UI Engineer

ReactJS Developer

<span class="color-green-900 text-heading-6">Unleash the Power of Full Stack Development with NodeJS, ReactJS, ExpressJS & MongoDB at TechSim+!</span>
<br/></br/>
Experience the power of full-stack development with the highly popular <strong class = "small-text-1"> MERN stack </strong>.
<br/>
 MERN, an acronym for <strong class = "small-text-1"> MongoDB, Express.js, React.js, and Node.js </strong>, enables you to create exceptional web applications. <br/>This course goes beyond the basics, covering advanced topics such as <strong class = "small-text-1"> file upload, authentication, authorization, and diverse deployment methods</strong>.

Full Stack Development with Node, React, Express & MongoDB ; MERN

Join TechSim+ and Build Full Stack Application from Scratch with MongoDB, Express, React and NodeJS

MERN Stack Bootcamp: Learn Full-Stack Web Development with MongoDB, Express.js, React.js, Node.js

Master MERN Stack development and build modern, scalable web applications with TechSim+. Learn MongoDB, Express.js, React.js, and Node.js to create SEO-friendly websites that deliver exceptional user experiences. Boost your career prospects with our comprehensive course. Enroll now!

Mongoose

MongoDB

NodeJS

Express JS

NextJS

JavaScript

Mobile Application Development with React Native is a comprehensive course designed to provide students with a solid foundation in building mobile applications using the React Native framework. React Native is a popular JavaScript framework that enables developers to create <strong> cross-platform </strong> mobile applications using a single codebase.

FS-RN-001

FS-RN-002

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            align-items: center;
            font-size: 16px;
            padding: 5px;
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            width: 25px !important;
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    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
        
        <img
          class="content-temp-title-image"
          src="https://seeklogo.com/images/N/nodejs-logo-FBE122E377-seeklogo.com.png"
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            HTML, CSS and JS: Building the Foundation
          </span>
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        <div><span class="color-gray-400 fs-12px">1.5 Week</span></div>
      </div>
    </div>

<style>
        /* Title Style*/
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            margin-right: 10px;
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        .content-temp-title-image {
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        <div class="mb-n5px">
          <span class="content-temp-title">
            Installation and Setup For React JS
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">0.5 Week</span></div>
      </div>
    </div>

<style>
        /* Title Style */
        .content-temp-title-side-text {
            margin-right: 10px;
            background-color: #dbece5;
            color: white;
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            justify-content: center;
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        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
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        .content-temp-title {
            color: #006d77;
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    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
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            React.js - Work on Core React JS
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        <div><span class="color-gray-400 fs-12px">2.5 Weeks</span></div>
      </div>
    </div>

<style>
        /* Title Style  */
        .content-temp-title-side-text {
            margin-right: 10px;
            background-color: #dbece5;
            color: white;
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        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
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        .content-temp-title {
            color: #006d77;
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    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
        
        <img
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          <span class="content-temp-title">
            Installation of React Native & First "Hello TechSimPlus" app.
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">0.5 Weeks</span></div>
      </div>
    </div>

<style>
        /* Title Style */
        .content-temp-title-side-text {
            margin-right: 10px;
            background-color: #dbece5;
            color: white;
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            height: 30px;
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            justify-content: center;
            align-items: center;
            font-size: 16px;
            padding: 5px;
        }

        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
        }

        .content-temp-title {
            color: #006d77;
            font-weight: 900;
            line-height: normal;
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    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
        <img
          class="content-temp-title-image"
          src="https://seeklogo.com/images/N/nodejs-logo-FBE122E377-seeklogo.com.png"
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      </div>
      <div class="d-flex flex-direction-column">
        
        <div class="mb-n5px">
          <span class="content-temp-title">
            React Native - Fundamental Concepts
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">2 Weeks</span></div>
      </div>
    </div>

<style>
        /* Title Style  */
        .content-temp-title-side-text {
            margin-right: 10px;
            background-color: #dbece5;
            color: white;
            width: 30px;
            height: 30px;
            border-radius: 50%;
            display: flex;
            justify-content: center;
            align-items: center;
            font-size: 16px;
            padding: 5px;
        }

        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
        }

        .content-temp-title {
            color: #006d77;
            font-weight: 900;
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    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
        
        <img
          class="content-temp-title-image"
          src="https://seeklogo.com/images/N/nodejs-logo-FBE122E377-seeklogo.com.png"
        />
      </div>
      <div class="d-flex flex-direction-column">
        
        <div class="mb-n5px">
          <span class="content-temp-title">
            React Native - Advanced Concepts
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">2 Weeks</span></div>
      </div>
    </div>

<style>
        /* Title Style  */
        .content-temp-title-side-text {
            margin-right: 10px;
            background-color: #dbece5;
            color: white;
            width: 30px;
            height: 30px;
            border-radius: 50%;
            display: flex;
            justify-content: center;
            align-items: center;
            font-size: 16px;
            padding: 5px;
        }

        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
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        .content-temp-title {
            color: #006d77;
            font-weight: 900;
            line-height: normal;
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    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
        
        <img
          class="content-temp-title-image"
          src="https://seeklogo.com/images/N/nodejs-logo-FBE122E377-seeklogo.com.png"
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          <span class="content-temp-title">
            Coding Made Exciting: Inspiring Projects
          </span>
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        <div><span class="color-gray-400 fs-12px">2 Weeks</span></div>
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<style>
        /* Title Style  */
        .content-temp-title-side-text {
            margin-right: 10px;
            background-color: #dbece5;
            color: white;
            width: 30px;
            height: 30px;
            border-radius: 50%;
            display: flex;
            justify-content: center;
            align-items: center;
            font-size: 16px;
            padding: 5px;
        }

        .content-temp-title-image {
            width: 25px !important;
            height: 25px !important;
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        .content-temp-title {
            color: #006d77;
            font-weight: 900;
            line-height: normal;
        }
    </style>
    <div class="d-flex align-items-center">
      <div class="content-temp-title-side-text">
        
        <img
          class="content-temp-title-image"
          src="https://seeklogo.com/images/N/nodejs-logo-FBE122E377-seeklogo.com.png"
        />
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        <div class="mb-n5px">
          <span class="content-temp-title">
            Publishing Your React Native App on Play Store and App Store
          </span>
        </div>
        <div><span class="color-gray-400 fs-12px">0.5 Weeks</span></div>
      </div>
    </div>

Build Android & iOS Apps: Master Hooks, Redux, Navigation, Authentication, Payment & App Stores. Learn how to use ReactJS to build <strong> React native </strong> mobile apps for iOS and Android. Create Applications with <strong> Payment Gateway Integrations. </strong>

Explore React Native basics and advanced concepts.

Learn about deploying React Native applications to app stores.

Best React Native Training Institute In Jabalpur | TechSimPlus

Android & iOS Development with React Native | TechSimPlus

Best React Native Training Institute In Bhopal | TechSimPlus

Best React Native Training Institute | TechSimPlus

Best React Native Training Institute In Indore | TechSimPlus

Best React Native Course in India | TechSimPlus

React Native Training Online | TechSimPlus

Master React Native Mobile App Development: Beginner to Advanced Course | TechSim+

Mobile Developer

Android Developer

iOS Developer

React Native Developer

Ignite Your Future: Become a Master of Mobile Application Development with React Native!

<strong class = "small-text-1 color-green-900">Unlock the World of Mobile Application Development with React Native!</strong>
<br/><br/>
No matter your level of experience, our comprehensive course is designed to empower you with the skills and knowledge required to build powerful mobile applications using <strong class = "small-text-1"> React Native</strong>.
<br/><br/>
Immerse yourself in the foundations of React Native as we explore its core principles, compare <strong class = "small-text-1"> React Native CLI and Expo </strong>, and guide you through the setup of your local development environment.
<br/><br/>
Dive into the essentials of React and React Native, where you'll gain a deep understanding of <strong class = "small-text-1"> components, stylesheets, props, event handling </strong>, and the creation of essential UI elements like <strong class = "small-text-1"> buttons, text inputs, and icons</strong>. You'll also take a deep dive into React Hooks, mastering concepts such as <strong class = "small-text-1"> useState, useEffect, useRef, useContext </strong>, and even creating custom hooks.
<br/><br/>
We'll also explore advanced topics such as <strong class = "small-text-1"> debugging, data management with Redux, User authentication </strong>, building APIs with <strong class = "small-text-1"> NodeJS and Express </strong>, integrating payment systems using <strong class = "small-text-1"> PayUMoney</strong>, and deploying your applications to app stores.
<br/><br/>

Mobile (Android & iOS) Application Development with React Native

Unlock your potential in mobile app development with TechSim+'s comprehensive React Native course. From beginner to advanced, gain the skills and knowledge needed to build robust, cross-platform apps. Enroll now and embark on a transformative journey in mobile app development