Front End Developer Jobs in India

We are looking for a skilled and motivated Front-End Developer to join our team. The ideal candidate will be responsible for building responsive, user-friendly, and high-performance web applications. You will work closely with UI/UX designers, back-end developers, and product teams to deliver high-quality digital experiences.Key ResponsibilitiesDevelop and maintain responsive web applications and user interfaces.Convert UI/UX designs and wireframes into high-quality, reusable code.Build reusable components and front-end libraries for future use.Ensure websites and applications are responsive across desktop, tablet, and mobile devices.Optimize applications for performance, scalability, and accessibility.Integrate front-end applications with REST APIs and back-end services.Identify and resolve bugs, performance issues, and browser compatibility problems.Collaborate with designers, developers, QA engineers, and product managers.Participate in code reviews and follow development best practices.Stay updated with emerging front-end technologies and industry trends.Required SkillsStrong knowledge of HTML5, CSS3, and JavaScript.Experience with modern front-end frameworks such as React.js, Angular, or Vue.js.Good understanding of responsive web design and cross-browser compatibility.Experience with Git/GitHub and version control.Knowledge of REST APIs and JSON.Understanding of web performance and accessibility best practices.Strong problem-solving and debugging skills.Good understanding of UI/UX principles.Ability to write clean, maintainable, and reusable code.

Position: Python DeveloperKey Responsibilities:Develop and maintain applications using Python.Build and integrate RESTful APIs and web services.Work with frameworks such as Django, Flask, or FastAPI.Design and manage databases using MySQL, PostgreSQL, or MongoDB.Write clean, scalable, and reusable code.Debug, test, and resolve application issues.Collaborate with frontend developers and other team members.Optimize application performance and security.Use Git/GitHub for version control.Requirements:Bachelor

Key ResponsibilitiesManage and maintain company records and databases.Perform data entry and data verification tasks.Prepare reports, invoices, and business documents.Coordinate with internal departments for operational support.Handle email correspondence and documentation.Maintain files, records, and MIS reports.Ensure accuracy and confidentiality of information.

We are looking for a Java Back End Developer to join our team in Anand Vihar, Delhi. This role is ideal for recent graduates or those with minimal experience who are eager to grow their skills in back-end development. Key Responsibilities:1. **Code Development**: Write clean and efficient Java code to support application functionality, ensuring it meets project requirements and specifications.2. **Database Management**: Work with databases to design, implement, and maintain data storage solutions, optimizing performance and security.3. **Testing**: Participate in the testing process to identify bugs and improve system performance, ensuring that all code is of high quality.4. **Collaboration**: Collaborate with front-end developers and other team members to coordinate project efforts and ensure seamless integration between front-end and back-end technologies.Required Skills and Expectations:Candidates should have a basic understanding of Java programming and be willing to learn and grow in a fast-paced environment. Familiarity with databases and SQL is a plus. A proactive attitude and the ability to work well in a team are essential. Candidates must be detail-oriented and committed to producing quality work. Strong problem-solving skills and the ability to learn new concepts quickly will help you succeed in this role. We expect candidates to be open to feedback and eager to develop their technical skills through hands-on experience.

We are looking for enthusiastic, creative, and self-motivated Frontend Developer Interns who are passionate about building modern, responsive, and user-friendly websites and web applications. This internship is an excellent opportunity for students and freshers who want to gain practical experience by working on live industry projects under the guidance of experienced mentors.As a Frontend Developer Intern, you will work with modern web technologies including HTML5, CSS3, JavaScript (ES6+), Bootstrap, Tailwind CSS, React.js, Git, and REST APIs. You will collaborate with designers and backend developers to create high-quality web applications while following industry best practices.Selected intern's day-to-day responsibilities include:Develop responsive and mobile-friendly websites using HTML5, CSS3, JavaScript, Bootstrap, Tailwind CSS, and React.js.Convert UI/UX designs into pixel-perfect, user-friendly web pages.Build reusable React.js components for scalable applications.Integrate frontend applications with REST APIs.Improve website speed, responsiveness, accessibility, and SEO performance.Identify and fix UI bugs and compatibility issues across different browsers and devices.Collaborate with designers and backend developers to deliver high-quality applications.Participate in code reviews and implement industry-standard coding practices.Work on live projects available at www.growfinix.in and contribute to real-world product development.Maintain project documentation and submit weekly progress reports.Skills RequiredHTML5CSS3JavaScript (ES6+)React.jsBootstrapTailwind CSSGit & GitHubREST API IntegrationResponsive Web Design

As an Angular Front End Developer, you will play a crucial role in creating and enhancing user interfaces for web applications. You will collaborate with designers and back-end developers to deliver high-quality software solutions.**Key Responsibilities:**- **Develop User Interfaces:** Create responsive and user-friendly web applications using Angular, ensuring they work seamlessly across different devices and browsers.- **Collaborate with Team Members:** Work closely with designers and back-end developers to gather requirements and integrate front-end components with back-end services.- **Test and Debug Applications:** Identify and fix issues in the code to ensure optimal performance and a smooth user experience.- **Participate in Code Reviews:** Review code written by peers to maintain coding standards and improve overall code quality.- **Stay Updated with Technologies:** Regularly learn about new tools and technologies in front-end development to improve your skill set and contribute innovative ideas to the team.**Required Skills and Expectations:**- **Education:** A Bachelor's degree in Engineering (B.E) is mandatory.- **Angular Knowledge:** Basic understanding of Angular framework and its core concepts.- **Web Technologies:** Familiarity with HTML, CSS, and JavaScript is essential for effective front-end development.- **Problem-Solving Skills:** Ability to troubleshoot and resolve issues efficiently.- **Team Player:** Willingness to collaborate and communicate effectively with colleagues.- **Adaptability and Willingness to Learn:** Openness to accept feedback and learn from experiences in a fast-paced environment.

We are hiring AI full-stack software developers for our Chennai OMR office.The role involves supporting web application development, AI-enabled tools, frontend interfaces, backend workflows, APIs, dashboards, automation, and internal software systems.Key Responsibilities:Develop and maintain web applications and internal tools.Build frontend interfaces using modern web technologies.Support backend APIs, database workflows, and automation tasks.Integrate AI tools, APIs, and automation features where required.Debug application issues and improve performance.Coordinate with UI/UX, operations, and management teams for software requirements.Support dashboard development, admin panels, forms, landing pages, and internal productivity tools.Maintain clean code, documentation, version control, and basic security practices.Eligibility:Any completed degree.No standing arrears.Freshers and experienced candidates may apply.Basic project knowledge in web development is required.Exposure to AI tools, APIs, automation, or full-stack projects is preferred.Problem-solving ability, execution discipline, and willingness to learn are expected.Work Details:Location: OMR, ChennaiWork Mode: Work from office onlyWork Week: 5 working daysShift: 9:30 AM to 5:00 PM OR 1:30 PM to 9:00 PMVacancies: 2Salary: INR 12,000 to INR 40,000 per month during the initial contract stageApplication:Mention the role applied for, current location, degree status, arrears status, preferred shift, and interview availability.Do not call.

At Upturn India Technologies, we are more than a software company-we are a mission-driven team inspired by the strategic brilliance of Chhatrapati Shivaji Maharaj. With a decade-long legacy of building reliable digital solutions, we focus on empowering businesses through robust technology, digital marketing, and scalable platforms. Join us as we continue to impact industries with smart, secure, and scalable digital solutions.As a Back-end Developer, you will play a crucial role in building and maintaining the server-side of our applications. You will work closely with front-end developers and product managers to create an efficient and scalable system that supports the best user experience.

As a Front-end Developer, you will be responsible for creating visually appealing and user-friendly interfaces for our web applications. **Key Responsibilities:**- **Develop User Interfaces**: Design and implement user interfaces for web applications that are responsive and efficient, ensuring a seamless experience across devices.- **Collaborate with Designers**: Work closely with UX/UI designers to transform design mockups into functional front-end code, paying attention to detail and usability.- **Optimize Applications**: Enhance the performance of applications by optimizing loading times and responsiveness, ensuring smooth interaction for users.- **Maintain Code Quality**: Write clean, maintainable code following best practices, including documentation and commenting to support future updates.- **Debug and Troubleshoot**: Identify and fix bugs in existing applications, maintaining high-quality standards and providing timely solutions.- **Stay Updated**: Keep abreast of emerging trends and technologies in front-end development to continually enhance skills and apply new knowledge to projects.**Required Skills and Expectations:**Candidates should have a degree in B.C.A, B.E, or a professional degree relevant to the field. We welcome freshers eager to learn and grow. Proficiency in HTML, CSS, and JavaScript is essential, with a basic understanding of frameworks like React or Angular being a plus. Strong problem-solving skills, attention to detail, and the ability to work independently in a remote environment are crucial. Good communication skills will help in collaborating effectively with team members and stakeholders.

Develop and maintain server-side applications using Java and Spring Boot.Design, manage, and optimize databases and SQL queries.Create and integrate RESTful APIs for frontend communication.Debug, test, and improve application performance and security.Collaborate with team members to develop scalable and reliable software solutions.

Company DescriptionSirionex is dedicated to transforming aspiring software professionals into industry-ready talent through an integrated platform. By providing structured learning, hands-on coding practice, and placement-focused preparation, Sirionex bridges the gap between theoretical knowledge and practical application. The platform fosters career readiness through real-world problem solving and guided development. Organizations also benefit from data-driven insights to track and support learner progress. Sirionex is committed to simplifying the journey from skill development to successful career outcomes.Role DescriptionWe are seeking a Frontend Developer Intern (React/Next.js) for a full-time, on-site role. As an intern, you will be responsible for developing and maintaining frontend components using React and Next.js, ensuring responsive designs, debugging and testing code, and collaborating closely with the development team. Additionally, you will contribute to optimizing application performance and ensuring seamless user experiences.This is an unpaid internship focused on hands-on learning and real-world product development.QualificationsProficiency in Front-End Development and Responsive Web DesignBasic understanding of HTML, CSS, and JavaScriptFamiliarity with React.js and Next.js (or willingness to learn quickly)Understanding of software development fundamentals and best practicesStrong problem-solving skills and willingness to learnAbility to work collaboratively with team membersOpen to candidates from any educational background with a strong foundation in software development and web technologies.Compensation & BenefitsThis is an unpaid internshipCertificate of completion and Letter of RecommendationOpportunity for performance-based paid roleExposure to real-world product development and team collaboration

NeuroLinkX IT Solutions & Services is a fast-growing AI and technology company focused on building scalable digital products, AI-powered platforms, SaaS applications, business automation systems, and enterprise-grade software solutions.We are looking for developers who can think beyond tutorials and build production-ready systems with strong execution quality.Key ResponsibilitiesBuild modern, scalable full stack web applications.Develop frontend interfaces using React.js, Next.js and TypeScript.Build secure backend APIs using Node.js and Express.js.Work with databases such as PostgreSQL, MongoDB and Supabase.Integrate AI APIs and third-party platforms.Optimize performance, responsiveness and SEO.Collaborate with designers, developers and product teams.Debug and maintain production applications.Deploy and manage applications on Vercel, AWS or cloud platforms.

Front-end Developer required

About the RoleWe are looking for a skilled Full Stack Developer to design and build a custom CRM (Customer Relationship Management) application for one of our clients. This role involves end-to-end development-from architecture and backend logic to frontend UI and deployment.

As a Back End Developer, you will play a crucial role in building and maintaining the server-side of our web applications. You will work closely with front-end developers and other team members to ensure seamless integration and user experience. **Key Responsibilities:**- **Develop Server-Side Logic:** Create the core functionalities of web applications, ensuring they are efficient and scalable.- **Database Management:** Design and manage databases to support application data storage and retrieval, optimizing for performance and reliability.- **API Development:** Build and maintain application programming interfaces (APIs) that allow the front-end to communicate with the back-end seamlessly.- **Code Maintenance:** Regularly update and troubleshoot code to improve application performance and fix bugs.- **Collaboration:** Work with other developers and teams to understand user requirements, and translate them into functional back-end features.**Required Skills and Expectations:**- **Programming Languages:** Proficiency in languages such as Python, Java, or Node.js is essential for back-end development.- **Understanding of Databases:** Familiarity with database management systems like MySQL, PostgreSQL, or MongoDB is important.- **Problem-Solving Skills:** Ability to analyze and resolve technical issues effectively and efficiently.- **Team Player:** Must work collaboratively in a team environment, contributing ideas and supporting fellow developers.- **Adaptability:** Open to learning new technologies and adapting to different project requirements as needed. This role is ideal for individuals seeking to build a career in back-end development, offering opportunities for growth and learning in a dynamic work environment.

Frontend Developer Jobs for Freshers (React / HTML / CSS)If you have skills in: HTML, CSS, JavaScript React / AngularStart applying to real job opportunities. We guide you with: Resume building Portfolio improvement Where to apply Access full guidance here:https://jobassist.gumroad.com Message FRONTEND for details

We are looking for a Frontend Developer to join our team. This role is ideal for individuals with a passion for creating user-friendly web applications. You will work from home and contribute to building engaging and efficient websites.Key Responsibilities:1. **Website Development**: Use HTML, CSS, and JavaScript to build responsive and attractive user interfaces for our web applications. This includes collaborating with designers to implement their ideas effectively.2. **Performance Optimization**: Ensure the website is fast and performs well by optimizing code and assets. You will identify areas needing improvement and implement solutions to enhance the user experience.3. **Cross-Browser Compatibility**: Make sure the websites function correctly on all popular browsers and devices. You will test and fix any issues found across different platforms to provide a consistent experience.4. **Collaboration**: Work closely with other developers, designers, and project managers to gather requirements and understand different components of the projects. Clear communication is key to ensuring timely deliveries.Required Skills and Expectations:- You should have at least one year of experience in frontend development, showcasing your ability to create functional and visually appealing web pages.- A strong foundation in HTML, CSS, and JavaScript is essential, along with a good understanding of responsive design principles.- You must be a male candidate who has completed at least 12th grade. - Strong problem-solving skills and attention to detail are necessary for troubleshooting and refining code effectively.

We are Looking for Frontend Developer with Mentioned Skills.

We are looking for a talented Web Developer with 1 to 4 years of experience to join our team. The ideal candidate will be responsible for creating and maintaining websites that provide a seamless user experience.- **Develop and maintain websites:** Create new websites and update existing ones, ensuring they are user-friendly and visually appealing.- **Write clean and efficient code:** Use programming languages such as HTML, CSS, and JavaScript to produce reliable and efficient code.- **Collaborate with design teams:** Work closely with designers to translate their ideas into functional websites, focusing on aesthetics and usability.- **Optimize website performance:** Monitor website speed and performance, making necessary adjustments to enhance user experience and SEO effectiveness.- **Troubleshoot and resolve issues:** Identify and fix website issues promptly to minimize downtime and ensure smooth operation.- **Stay updated with industry trends:** Keep up-to-date with the latest web development trends and technologies to apply best practices in your work.The ideal candidate will possess strong knowledge of web development languages and frameworks. Proficiency in HTML, CSS, and JavaScript is essential, along with experience in responsive design and cross-browser compatibility. A basic understanding of server-side languages is a plus. Good problem-solving skills and attention to detail are crucial. The ability to work independently and manage time effectively in a remote work environment is expected. A degree in Engineering (B.E) is required.

We are seeking an experienced Frontend Developer with strong expertise in ReactJS and NextJS to build scalable, secure, and high-performance web applications. The role requires hands-on experience in modern frontend architecture, state management, API integrations, and responsive design. Exposure to fintech or regulated environments will be an added advantage, especially in building secure and performance-optimized applications.Key Responsibilities:Develop and maintain responsive web applications using ReactJS, NextJS, TypeScript, HTML, and CSS.Implement modern NextJS features such as SSR, SSG, ISR, App Router, and API routes.Manage application state using tools like Redux, Redux Toolkit, Zustand, React Query, or Context API.Integrate frontend applications with REST APIs and WebSockets.Ensure high performance, security, SEO optimization, and cross-browser compatibility.Write unit and integration tests to maintain code quality.Collaborate with Product, Backend, QA, and DevOps teams in an Agile environment.Required Skills & Qualifications:56+ years of frontend development experience.Strong proficiency in JavaScript (ES6+), TypeScript, ReactJS, and NextJS.Experience with CSS frameworks such as Tailwind CSS, Material UI, Ant Design, Bootstrap, or Styled Components.Hands-on experience with state management libraries (Redux, Zustand, React Query, etc.).Knowledge of frontend performance optimization and secure coding practices.Experience working in Agile/Scrum teams.Bachelors degree in Computer Science or related field preferred.

Key ResponsibilitiesData Entry & Management: Accurately enter, update, and maintain client records, operational data, inventory, and sales reports in Excel or internal software systems.Documentation & Filing: Draft official emails, prepare basic reports, generate invoices, format documents, and organize digital and physical filing systems.Inter-Departmental Coordination: Act as a central point of contact to coordinate work schedules, requests, and documents between sales, finance, operational, and field teams.Client & Vendor Support: Respond to basic client queries, follow up on customer requests via email or phone, and coordinate with vendors or suppliers.Administrative Operations: Manage incoming/outgoing correspondence, handle office supplies inventory, schedule internal meetings, and support routine HR or accounting tasks as required.

Key ResponsibilitiesData Management & Entry: Accurately input, update, and maintain critical business data (customer profiles, invoice records, inventory logs, or lead sheets) in MS Excel or CRM software.Documentation & Verification: Review incoming business files, customer applications, or vendor KYC details for completeness and verify them against company guidelines before processing.Report Generation: Extract raw data from company systems to compile regular daily, weekly, or monthly operational status reports for management review.Sales & Logistics Support: Coordinate with field sales teams or dispatch units to handle order processing, generate quotations, issue delivery challans, and track dispatch statuses.Email & Correspondence Management: Monitor the central backend email inbox, route inquiries to relevant departments, and draft professional follow-up emails to internal or external stakeholders.Filing & Archiving: Establish and organize logical digital folders and physical files so that crucial documents can be retrieved instantly when needed.Inter-Departmental Coordination: Liaison between finance, sales, and HR teams to pass on operational data, ensuring seamless workflows.

Backend Developer Jobs for Freshers (Java / Node.js / Python)Looking to start your career as a backend developer?If you know: Java / Spring Boot Node.js / Express PythonYou can apply to multiple fresher openings. We also help you with: Resume optimization Project presentation Direct HR outreach Get complete job assistance resources:https://jobassist.gumroad.com Message BACKEND to get started

We are looking for a React Front End Developer to join our team in Guindy. This is a full-time, office-based position suitable for fresh graduates or candidates with up to one year of experience.**Key Responsibilities:**- **Develop User Interfaces:** Create responsive and user-friendly web interfaces using React, ensuring a positive experience for users on all devices.- **Collaborate with Team:** Work closely with designers, back-end developers, and other team members to understand project requirements and deliver high-quality solutions.- **Code Maintenance and Optimization:** Write clean, maintainable code and conduct regular updates to enhance application performance and user experience.- **Testing and Debugging:** Participate in testing new features and fixing bugs to ensure the application runs smoothly and efficiently.- **Stay Updated with Trends:** Keep up with the latest industry trends and best practices in front-end development to continuously improve skills and contribute new ideas.**Required Skills and Expectations:**Candidates should hold a Bachelor of Engineering (B.E) degree. A basic understanding of JavaScript and React is essential. Familiarity with HTML, CSS, and responsive design principles will be an advantage. As a newcomer to the field, candidates should have a keen willingness to learn and adapt to new technologies. Good communication skills are necessary for effective teamwork. We expect a positive attitude and a strong desire to contribute to project success.

We are looking for a frontend engineer with strong expertise in Next.js and modern React development to build high-performance web applications integrated with AI systems. The role involves developing scalable frontend architectures, implementing real-time communication features, and ensuring smooth AI-driven user experiences. The candidate will collaborate with backend and AI teams to integrate intelligent systems into production-ready interfaces while maintaining performance, reliability, and scalability.Key Responsibilities:Develop and deploy scalable frontend features using Next.js and React for production environmentsIntegrate frontend applications with AI backends, including real-time and streaming responsesImplement real-time communication systems using SSE, WebSockets, or gRPC where requiredDesign and optimize asynchronous workflows including streaming responses, retries, cancellation, and reconnection strategiesEnsure fast, responsive, and reliable user experiences even under high traffic and concurrencyCollaborate with backend and AI teams to define API contracts, payload formats, and real-time interaction modelsMonitor and improve frontend performance including TTFB, hydration, bundle size, and caching strategiesMaintain clean architecture, reusable components, and well-tested code with proper version control practicesRequired Skills & Qualifications:13 years of experience in frontend developmentStrong expertise in Next.js (App Router preferred), React, and TypeScriptSolid understanding of asynchronous JavaScript including concurrency patterns and streaming UI updatesHands-on experience implementing real-time systems using SSE, WebSockets, or similar technologiesProven experience integrating AI/LLM features into frontend applications, including streaming responses and prompt-response workflowsUnderstanding of AI interaction patterns such as tool/function calling, error handling, and rate limit managementExperience optimizing frontend performance, caching strategies, and handling high-scale user interactionsProficiency in Git workflows including branching, pull requests, code reviews, and conflict resolution

We are hiring a Lead Frontend Engineer to own frontend architecture, performance strategy, real-time communication systems, and scalable UI architecture across complex web platforms. This role requires deep technical leadership, hands-on expertise in Next.js and modern React, and the ability to design systems that scale sustainably over time. The ideal candidate understands architectural trade-offs in rendering models, styling strategies, and state management, and can drive frontend excellence across teams.Key Responsibilities:Define frontend architecture, module boundaries, and component strategies for complex applicationsDrive decisions on rendering models (SSR, SSG, ISR, CSR), styling architecture, and state managementBuild and maintain reusable component libraries and scalable design systemsArchitect state separation (server, client, UI) using Redux, Zustand, React Query, or similarImplement real-time features (WebSockets/SSE) and ensure seamless backend integrationOptimize performance (code splitting, bundle optimization, Core Web Vitals)Enforce frontend security best practices (XSS, CSRF, secure auth flows)Work with modern tooling (Webpack/Vite, Jest, RTL, Cypress/Playwright) and CI/CD pipelinesCollaborate with DevOps on CDN, caching, monitoring, and error trackingProvide technical leadership, mentor engineers, and drive frontend best practicesRequired Skills & Qualifications:10+ years of frontend or web engineering experience.Minimum 3+ years of production-level experience with Next.js.Expert knowledge of React, TypeScript, and modern browser fundamentals.Deep expertise in frontend architecture, scalable UI systems, and design systems.Strong experience with advanced state management patterns and real-time frontend systems.Proven track record of leading frontend architecture at scale in production environments.Experience with performance tooling such as Lighthouse, Web Vitals, and browser profilers.Strong understanding of frontend security principles and secure coding practices.Bachelors degree in Computer Science or related field preferred.

We are looking for an experienced Backend Developer with strong expertise in Python and FastAPI to design and build scalable, secure, and high-performance backend systems. The role involves developing robust APIs, optimizing databases, implementing secure authentication mechanisms, and deploying highly available applications. Experience in fintech or regulated environments will be an added advantage.Key Responsibilities:Design, develop, and maintain backend services using Python and FastAPI.Build and manage secure, scalable RESTful APIs, WebSockets, and microservices.Design and optimize database schemas using PostgreSQL, MySQL, or MongoDB.Implement authentication, authorization, and secure coding practices aligned with compliance standards.Optimize system performance, reliability, and scalability.Write clean, well-documented code with unit and integration tests.Collaborate with Frontend, DevOps, QA, and Product teams in Agile sprints.Support deployment, monitoring, and troubleshooting of production systems.Required Skills & Qualifications:56+ years of backend development experience.Strong proficiency in Python and FastAPI framework.Hands-on experience in building REST APIs, WebSockets, or gRPC services.Strong understanding of database design, indexing, query optimization, and ORM tools.Experience with asynchronous programming and scalable system architecture.Familiarity with microservices architecture and API lifecycle management.Knowledge of CI/CD pipelines, Docker, and cloud deployment environments.Strong understanding of secure coding practices and compliance-oriented development.Experience working in Agile/Scrum teams.Bachelors degree in Computer Science or related field preferred.

We are hiring Web Developers (Fresher & Junior level) for multiple opportunities across IT companies.

We are looking for passionate Full Stack Developers to join our fast-growing team at NeuroLinkX IT Solutions. You will work on live projects in Java, Python, React, MySQL, and Cloud technologies. Ideal candidates are quick learners, problem-solvers, and eager to innovate. Freshers with strong fundamentals and interns seeking hands-on experience are encouraged to apply.Responsibilities:Develop and maintain web applications (frontend + backend).Write clean, scalable, and efficient code.Work with cross-functional teams (design, product, AI/ML).Participate in code reviews and continuous learning.Skills Required:Java, Python, HTML, CSS, JavaScript, ReactDatabase knowledge (MySQL/PostgreSQL)Problem-solving & debugging skillsKnowledge of AI/ML basics (preferred but not mandatory)