The Indian Institute of Technology Kanpur has launched a six-month online certificate programme in Advanced Data Science and Machine Learning for Business Analytics, aimed at helping working professionals build expertise in artificial intelligence (AI), machine learning (ML), and business analytics. The programme is scheduled to commence on October 3, 2026.

According to IIT Kanpur, the online course has been designed to equip professionals with industry-relevant AI and ML skills that can be applied to solve complex business problems, improve decision-making, and support digital transformation across industries.

Industry-Focused Curriculum

Developed in collaboration with faculty from leading IITs and IIMs, the programme offers a practical learning experience combining theoretical concepts with real-world applications. Participants will receive hands-on training in:

  • Python programming
  • R programming
  • Data analysis
  • Data visualisation
  • Machine learning techniques
  • Generative AI applications

The curriculum focuses on enabling learners to analyse business data, automate routine processes, generate actionable insights, and apply AI-driven solutions to organisational challenges through practical projects and case studies.

Eligibility Criteria

The programme is open to:

  • Graduates from a recognised university or institution with a minimum of 55% aggregate marks, or
  • Working professionals with at least three years of relevant work experience and a minimum of 40% aggregate marks in graduation.

Applications for the programme will remain open until mid-September 2026.

Faculty Perspective

Speaking about the initiative, Prof. Abhinav Tripathi, Programme Coordinator and faculty member in the Department of Management Sciences at IIT Kanpur, said that AI and machine learning have become essential capabilities for professionals across sectors.

He noted that the programme has been designed to help participants combine their domain expertise with AI and ML tools, enabling them to innovate, solve business problems using data-driven insights, and lead organisational transformation with confidence.

Programme Fees

The fee structure for the certificate programme is as follows:

  • Application Fee: ₹1,000 + 18% GST
  • Programme Fee: ₹85,000 + 18% GST

All payments must be made through the online payment mode.

Meeting the Growing Demand for AI Skills

With organisations increasingly relying on data science, artificial intelligence, machine learning, and business analytics for strategic decision-making, IIT Kanpur's latest online programme aims to bridge the industry's skill gap. By combining expert faculty, hands-on projects, and practical exposure to emerging technologies such as Generative AI, the course is expected to help professionals enhance their career prospects while supporting organisations in adopting data-driven business solutions.

 

India's premier engineering institutions are increasingly broadening their academic landscape beyond science and technology. While the Indian Institutes of Technology (IITs) have long been synonymous with engineering excellence and cutting-edge research, many campuses now offer structured foreign language programmes to equip students with global communication skills and improve their international career prospects.

From French, German, Japanese, Mandarin (Chinese), and Spanish to Sanskrit, these programmes reflect the growing emphasis on interdisciplinary education, aligning with the objectives of the National Education Policy (NEP) 2020, which encourages multilingual learning and holistic education.

Several IITs offer language courses through their Departments of Humanities, International Relations Offices, and Continuing Education Centres. Others have made language learning accessible to learners nationwide through the NPTEL and SWAYAM online platforms.

IIT Kanpur offers one of the oldest language programmes

Among the IITs, IIT Kanpur has one of the country's longest-running foreign language initiatives. Its Foreign Language Programme (FLP), coordinated by the Department of Humanities and Social Sciences and administered through the Centre for Continuing Education, offers French, German, and Japanese at Basic (Level I) and Advanced (Level II).

The programme is open to students, faculty, staff, and external learners and is available in both online and offline modes. Participants receive certificates upon successfully completing the course.

IIT Delhi expands multilingual learning

IIT Delhi conducts its Indian and Foreign Language Learning Programme (IFLLP) through its Department of Humanities and Social Sciences and the Office of International Relations.

The programme caters to students, faculty, employees, alumni, family members, and even non-IIT participants. For the 2026–27 academic session, the institute will offer French, German, and Japanese, with classroom-based instruction conducted on campus. Successful learners receive course completion certificates.

IIT Bombay offers one of the widest language choices

Among all IITs, IIT Bombay provides one of the broadest selections of language courses. Through its Office of International Relations, learners can study French, German, Japanese, Mandarin (Chinese), and Sanskrit.

Each programme consists of 100 instructional hours spread across Beginner, Intermediate, and Advanced levels. Classes are held twice a week during evening hours, and certificates are awarded after each module, subject to a minimum attendance requirement of 80%.

IIT Madras brings language learning online

Unlike many campus-based programmes, IIT Madras delivers German language certificate courses through the NPTEL/SWAYAM platform.

The courses are available at three internationally recognised proficiency levels—German I (A1), German II (A2), and German III (B1). While enrolment is free, candidates who wish to earn an official certificate can appear for a proctored examination by paying a $1,000 examination fee. The certificates carry the logos of IIT Madras and NPTEL and are digitally verifiable.

IIT Kharagpur and IIT Hyderabad add unique offerings

IIT Kharagpur offers German as an elective for its students and also provides an Advanced Spoken Sanskrit course through NPTEL, which is open to learners across India.

Meanwhile, IIT Hyderabad, in collaboration with the Central Sanskrit University, offers the Prathama-Diksha introductory Sanskrit certificate programme. Open to students, faculty, staff, and the general public, the course requires no prior knowledge of Sanskrit and serves as a foundation for advanced diploma programmes.

Online learning opens opportunities nationwide

The expansion of language education through NPTEL and SWAYAM has made high-quality foreign language instruction accessible to learners beyond IIT campuses. Courses such as Introduction to Japanese Language and Culture by IIT Kanpur, German by IIT Madras, and Advanced Spoken Sanskrit by IIT Kharagpur allow anyone in the country to enrol free of cost. Learners seeking certification can opt for a proctored examination by paying the prescribed fee.

Building globally ready graduates

With increasing international collaborations, student exchange programmes, global research partnerships, and multinational employment opportunities, proficiency in foreign languages has become a valuable skill for engineering graduates.

By integrating language education with technical training, IITs are preparing students for careers in global industries while promoting multilingualism, cultural understanding, and interdisciplinary learning. These initiatives highlight how India's top engineering institutions are evolving into comprehensive centres of higher education, where technical expertise is complemented by communication, cultural awareness, and international engagement.

 

A LinkedIn post by a technology professional comparing the learning environment of IIT graduates with that of students from tier-3 engineering colleges has sparked widespread discussion on the quality of engineering education, technical exposure, and career preparedness in India. The post has renewed conversations about how institutional ecosystems shape students' skills, confidence, and employability.

The viral post, shared by Kshitij Vaze, reflected on his experience of working alongside graduates from IIT Bombay. He wrote that collaborating with IIT alumni made him realise the significant difference in exposure and opportunities available during college, admitting he had underestimated the value of the IIT ecosystem until entering the workplace.

Professionals share similar experiences

The post resonated with many engineers and professionals, who shared their own experiences of discovering advanced technical tools and collaborative practices only after joining the industry.

Several users said they first learned about platforms such as Overleaf and LaTeX, research-oriented project work, and structured peer learning through interactions with IIT graduates. Others highlighted that IIT students often gain early exposure to research, hackathons, startups, internships, and global academic opportunities that are less accessible in many lower-tier institutions.

Beyond curriculum: The role of institutional culture

The discussion shifted beyond academics to the broader role of institutional culture in shaping professional readiness.

Commenters noted that IIT students frequently build peer-learning groups from the beginning of their academic journey, encouraging collaboration, problem-solving, and continuous skill development. This environment, they argued, contributes to stronger technical capabilities and greater confidence in tackling industry challenges.

The debate also highlighted that factors such as mentorship, faculty expertise, research infrastructure, alumni networks, and industry collaborations play a crucial role in preparing graduates for competitive careers.

Calls for strengthening engineering education

The online discussion prompted wider conversations on improving engineering education across India rather than viewing the issue solely through the lens of IIT versus non-IIT institutions.

Education experts have long argued that strengthening research opportunities, modern laboratories, industry partnerships, project-based learning, and innovation ecosystems across engineering colleges can help reduce disparities in graduate outcomes.

While premier institutions such as IITs continue to perform strongly in research, employability, and global rankings, many non-IIT institutions are also expanding programmes in emerging fields such as artificial intelligence, robotics, semiconductor technology, and sustainable engineering, creating new pathways for students.

The viral discussion underscores a broader challenge facing India's higher education system: ensuring that students, regardless of the institution they attend, have access to quality mentorship, practical learning opportunities, and industry exposure needed to succeed in an increasingly technology-driven economy.

 

 

In a major step towards strengthening technical education and employment opportunities, Himachal Pradesh Chief Minister Sukhvinder Singh Sukhu has launched the Takniki Rozgar Setu portal, a digital platform designed to connect students, technical institutions and employers. The initiative aims to improve skill mapping, campus placements, and industry collaboration, creating a streamlined recruitment ecosystem for skilled youth across the state.

Developed by the state's Technical Education Department, the portal integrates students, educational institutions and employers on a single platform to simplify recruitment and placement processes.

Digital platform for students, employers and institutes

The Takniki Rozgar Setu portal enables students to create professional profiles, upload educational qualifications and training certificates, apply for jobs online, and track the status of their applications.

Employers can publish job vacancies, search for suitable candidates, shortlist applicants and update recruitment outcomes through the platform. Meanwhile, technical institutions can manage student records, verify candidate profiles and maintain placement data to strengthen links with industry.

Over 26,000 students already registered

According to the state government, 164 institutions have already joined the portal. These include:

  • 136 Industrial Training Institutes (ITIs)
  • 18 Polytechnic colleges
  • 5 Engineering colleges
  • 5 Pharmacy colleges

The platform has so far registered 26,168 students through the Him Access Integration portal, with 23,054 students completing their skill mapping. Additionally, 97 employers have enrolled to recruit skilled candidates.

Strengthening education-industry collaboration

The Himachal Pradesh government said the portal is intended to bridge the gap between technical education and industry by providing employers with direct access to trained candidates while improving placement opportunities for students.

Beyond regular recruitment, the portal also enables citizens to hire skilled professionals such as electricians, plumbers and other technicians for short-term assignments, expanding employment opportunities beyond conventional jobs.

The government believes the initiative will improve governance through digital technology, strengthen technical education outcomes and position Himachal Pradesh as a growing hub for skilled human resources.

 

 

India's once predictable IT campus hiring cycle is undergoing a dramatic transformation, leaving thousands of engineering graduates in limbo. From delayed offer letters and postponed joining dates to quietly withdrawn roles, the traditional promise of securing a campus placement and seamlessly transitioning into a job is rapidly fading. As leading technology companies recalibrate recruitment strategies amid changing business demand and the rise of artificial intelligence (AI), fresh graduates are discovering that receiving an offer no longer guarantees employment.

The shift marks a significant change in India's information technology sector, where campus recruitment has long served as a reliable gateway for engineering graduates entering the workforce.

Campus offers increasingly linked to business demand

Several major technology companies have informed candidates that onboarding timelines will now depend on project availability rather than fixed recruitment schedules.

According to reports, IBM told candidates awaiting offers that joining dates would be finalised only when suitable project demand emerged. Similarly, Accenture informed applicants for its Custom Software Engineer role that recruitment for the position had been discontinued due to recent developments, while assuring them they would be contacted if relevant openings became available in the future.

Candidates selected by Oracle Financial Services Software (OFSS) have also reported delays in receiving offer letters.

At Cognizant, several GenC recruits have received repeated communications stating that their joining dates remain subject to business requirements, successful background verification and administrative delays linked to the Employees' Provident Fund Organisation (EPFO) Universal Account Number (UAN) portal.

Although companies have cited technical and verification-related issues in some instances, the repeated emphasis on "business requirements" reflects a broader shift toward demand-driven hiring.

Freshers create platforms to track delayed offers

The prolonged uncertainty has prompted graduates to seek community support.

A Wipro recruit from the 2025 batch launched OnboardWatch, a crowdsourced online platform where candidates anonymously report whether their campus offers have been honoured, delayed or withdrawn. The initiative has emerged as a resource for freshers trying to understand hiring trends across major IT employers.

IT industry hiring model undergoes structural change

The evolving recruitment pattern coincides with a slowdown in workforce expansion among India's largest IT companies.

Collectively, TCS, Infosys, Wipro, HCLTech and Tech Mahindra reduced their workforce by 6,981 employees during FY26, reversing the net additions recorded in the previous financial year. Among them, TCS reported the largest reduction, while Tech Mahindra also trimmed its employee base.

Despite the slowdown, the broader Indian technology industry continues to expand, with Nasscom estimating that the sector added approximately 1.35 lakh employees, taking the total workforce to around 5.9 million in 2026. Much of this growth, however, is being driven by Global Capability Centres (GCCs) rather than traditional IT services companies.

AI and specialised skills reshape recruitment priorities

Industry experts believe the slowdown reflects a long-term restructuring of the IT talent model rather than a temporary hiring pause.

Employers are increasingly seeking graduates with expertise in artificial intelligence, machine learning, data engineering, cybersecurity, cloud computing and domain-specific knowledge, instead of relying primarily on general software development skills.

Recruitment specialists note that fresh graduates now require longer training before becoming billable on client projects as enterprise technologies become more sophisticated.

According to industry observers, the traditional pyramid hiring model—which relied on recruiting large numbers of entry-level engineers each year—is expected to flatten over the next few years. Companies are likely to hire fewer graduates for generic delivery roles while increasing demand for professionals equipped with advanced digital and AI capabilities.

Companies maintain demand-led recruitment

Several IT firms maintain that they continue to recruit fresh graduates but insist hiring decisions are now closely aligned with business demand. TCS, for instance, has stated that it continues hiring both experienced professionals and campus recruits while balancing workforce requirements with client demand.

Meanwhile, Cognizant has reaffirmed its commitment to honouring all employment offers, even as onboarding schedules remain dependent on operational requirements.

For India's engineering graduates, the message is increasingly clear: in the era of AI-driven transformation, securing a campus offer is only the first step. Building specialised technical expertise and remaining adaptable have become just as important as receiving the offer letter itself.

 

 

 

The Indian Space Research Organisation has completed the first ground test of a new solid rocket motor that will power the Sub-Orbital Launch Vehicle for Experiments (SOLVE), a dedicated test platform being developed to support India's ambitious Gaganyaan human spaceflight mission.

The test was conducted on July 3 at the Static Test Facility of the Satish Dhawan Space Centre in Sriharikota. According to ISRO, the solid motor performed as expected, successfully validating its design and operational parameters for future flight tests.

SOLVE is being designed to conduct integrated parachute trials for the Gaganyaan crew module, one of the most critical safety components of India's first human spaceflight programme. During the planned missions, the vehicle will carry the crew module to an altitude ranging between 10 kilometres and 17 kilometres before releasing it in flight. A carefully sequenced system of 10 parachutes will then deploy to slow the module's descent and ensure a safe splashdown in the sea.

The upcoming tests are intended to verify the performance of the crew module's deceleration and recovery systems under different flight conditions, helping engineers assess its readiness for future astronaut missions.

ISRO said the SOLVE vehicle incorporates a modified version of the strap-on motor used in the Polar Satellite Launch Vehicle (PSLV). However, several changes have been introduced to replicate the requirements of a crewed mission. These include a slow burn-rate propellant, a straight nozzle design, and a secondary injection thrust vector control system, which enables precise steering and better simulation of actual mission conditions.

The space agency believes the development of SOLVE will provide greater flexibility in conducting repeated and cost-effective Gaganyaan-related experiments. By creating a dedicated platform for parachute and recovery trials, ISRO can test multiple mission scenarios before sending astronauts into space.

The successful motor test marks another important milestone for the Gaganyaan programme, under which India aims to send astronauts into low-Earth orbit aboard an indigenous spacecraft and bring them back safely. As preparations intensify, validating critical systems such as parachutes, recovery mechanisms and crew safety technologies remains central to ensuring the mission's success.

 

Europe heatwave, Indian AC manufacturers, air conditioner exports, Production Linked Incentive (PLI) scheme, Europe cooling demand, and India manufacturing are gaining attention as rising temperatures across Europe create new opportunities for India's air-conditioner industry. While manufacturers are exploring the fast-growing European market, industry experts believe large-scale exports are unlikely before 2027 due to stringent regulatory and product requirements.

The growing interest follows an unprecedented rise in cooling demand across Europe, where prolonged heatwaves have significantly boosted sales and enquiries for air-conditioning systems. According to the World Health Organization (WHO), more than 1,300 excess deaths have been recorded since June 21 due to extreme temperatures. WHO Director-General Tedros Adhanom Ghebreyesus has described Europe as the world's fastest-warming continent, with temperatures increasing at nearly twice the global average.

Recognising the opportunity, the Indian government is encouraging domestic manufacturers to build export capacity. Union Ministers Piyush Goyal and Ashwini Vaishnaw have reportedly urged the industry to expand overseas shipments, viewing air-conditioner manufacturing as a high-value export sector similar to India's successful smartphone production ecosystem. Air conditioners are also the only white-goods segment currently covered under India's Production Linked Incentive (PLI) scheme, providing additional policy support for the industry.

Despite the growing demand, manufacturers say entering the European market will require substantial preparation. Companies must obtain CE certification, comply with strict energy-efficiency standards, eco-design regulations and product-quality norms before commercial exports can begin.

Industry executives also point out that products will need significant redesigns to suit European conditions. Unlike India, where conventional split air conditioners dominate, nearly 80% of residential cooling systems in Europe are heat-pump air conditioners that provide both cooling and heating. In addition, many European buildings, particularly heritage structures, impose restrictions on installing external air-conditioning units, requiring customised installation solutions.

Executives from companies including Godrej Enterprises Group and Amber Enterprises have indicated that while plans to enter Europe are progressing, commercial launches are likely to begin only after meeting regulatory requirements, with exports expected from 2027 onward.

Indian manufacturers will also face stiff competition from well-established Chinese, South Korean and Japanese brands such as Midea, Gree, Haier, Daikin, and LG, which already have a strong market presence and are estimated to enjoy a cost advantage over Indian producers.

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