#Generative AI Training in India

[callofdutymobileindia]

Top Industry-Recognized Generative AI Courses Online in India

Generative AI has moved from being a niche research topic to one of the most in-demand skills across industries. From tech giants to startups, companies are rapidly adopting generative AI to automate content creation, improve customer engagement, and build intelligent tools using large language models (LLMs). As a result, professionals across India are seeking quality generative AI courses online that are both flexible and recognized by the industry.

If you're looking to upgrade your skills with a credible certification while learning from anywhere, this guide will walk you through the top industry-recognized generative AI courses online in India for 2025.

Why Learn Generative AI Online in 2025?

The online learning ecosystem in India has matured significantly. With access to world-class platforms, tools, and expert mentors, online learning is now considered just as effective as classroom education, especially for working professionals.

Key Benefits:

Flexibility to learn at your own pace or through live classes

Access to global tools like GPT-4, DALL·E, Midjourney, and LangChain

Cost-effective compared to in-person courses

Ideal for upskilling alongside a full-time job or studies

Certifications from reputed institutions boost your resume

What to Look for in Generative AI Course Online India?

With the rising demand for AI professionals, selecting the right Generative AI course is crucial. Whether you're a student, software engineer, or working professional, here's what you should consider before enrolling in an online Generative AI course in India:

1. Curriculum Coverage

Look for courses that offer a comprehensive and up-to-date curriculum, including:

Fundamentals of deep learning and neural networks

Natural Language Processing (NLP)

Generative models: GPT, GANs, VAEs, Diffusion Models

Prompt engineering and fine-tuning pre-trained models

Real-world applications (text, image, audio, code generation)

Ethics and responsible AI

Courses that include hands-on projects and case studies are especially valuable.

2. Instructor Credentials

Check the instructor's background—are they AI researchers, engineers from top tech companies, or professors from reputed institutes like IITs or IISc? Instructors with real-world experience bring industry-relevant insights, which can add significant value.

3. Industry Recognition and Certification

Choose a course that offers a recognized certificate upon completion. Certifications from platforms like IIT Madras (via NPTEL), IIIT Hyderabad, Google, Coursera, Udemy, or edX (with university collaboration) are more credible in the Indian job market.

4. Hands-on Learning and Tools

The course should include practical assignments using real AI tools and frameworks like:

Python, TensorFlow, PyTorch

OpenAI APIs, Hugging Face Transformers

Jupyter Notebooks, Google Colab

Hands-on experience is essential to build your portfolio and gain job-ready skills.

5. Job Assistance and Career Support

If you're looking to transition into a Generative AI role, check whether the course offers:

Resume building

Mock interviews

Job placement support

Access to hiring partners or internship opportunities

This is particularly useful in competitive markets like India.

6. Community and Peer Learning

Courses that offer access to a discussion forum or peer network can greatly enhance your learning. Being part of an AI-focused community (like Discord, Slack, or LinkedIn groups) allows you to stay updated and get help when needed.

Career Opportunities After Completing an Online Generative AI Course

As businesses increasingly adopt AI to innovate and automate, Generative AI has emerged as a transformative force across sectors like healthcare, finance, media, education, and software development. Completing an online Generative AI course equips you with highly marketable skills, opening doors to a wide range of career opportunities.

1. Machine Learning Engineer

This is one of the most direct and in-demand roles. As a Machine Learning Engineer, you will design and deploy models such as GPT, BERT, or GANs for applications like chatbots, recommendation systems, and predictive analytics. Strong programming skills (Python), experience with frameworks (TensorFlow, PyTorch), and deep learning knowledge are essential.

2. AI/ML Researcher

If you are interested in academic or corporate R&D, this role focuses on developing new generative models or improving existing ones. AI researchers work on cutting-edge problems, often publishing papers or contributing to open-source projects.

3. Data Scientist with Generative AI Expertise

Generative AI adds a powerful dimension to data science. You could work on creating synthetic datasets, automating report writing, or even generating customer insights using language models. Employers value professionals who can combine traditional analytics with generative techniques.

4. AI Product Manager

With a blend of technical understanding and product sense, AI product managers guide the development of AI-driven products like intelligent assistants, content generators, and virtual tutors. A background in generative AI helps PMs collaborate effectively with engineering teams and define feasible, innovative features.

5. Generative AI Consultant / Solution Architect

These professionals help companies adopt AI in their operations. As a consultant or architect, you will assess business needs and recommend or implement AI solutions—such as automated content creation, chatbots, or personalized marketing engines.

6. AI Creative Professional (Designer, Artist, Writer)

Generative AI is revolutionizing the creative industries. With the right skills, you can become an AI-powered content creator, using tools like DALL·E, Midjourney, or ChatGPT to generate visual art, scripts, music, or copy.

Final Thoughts

Generative AI is redefining the future of work and digital innovation. For learners in India, enrolling in an industry-recognized online generative AI course offers the best of both worlds: flexibility and credibility. Whether you're an engineer, designer, product strategist, or student, acquiring generative AI skills in 2025 will open doors to high-impact careers.

Among all the options, the Boston Institute of Analytics stands out for its practical, project-based curriculum, global faculty, and placement support—making it one of the best generative AI courses online in India.

Choose wisely, commit fully, and begin your journey toward mastering the most transformative technology of our time.

[abhayranjan]

Why You Should Learn AI in 2024

Artificial Intelligence (AI) is transforming industries and reshaping the future of work. As we move into 2024, the demand for AI skills continues to grow, making it an essential area of study for anyone looking to stay competitive in the job market. Here are key reasons why you should learn AI in 2024:

1. High Demand for AI Professionals

The job market for AI professionals is booming. From data scientists and machine learning engineers to AI researchers and developers, companies are actively seeking skilled individuals to drive innovation and maintain a competitive edge. Learning AI opens doors to lucrative and fulfilling career opportunities.

2. AI is Ubiquitous

AI is integrated into various industries, including healthcare, finance, retail, automotive, and entertainment. Understanding AI enables you to contribute to diverse fields, enhancing your versatility and employability. Whether it’s developing intelligent healthcare solutions or creating personalized marketing strategies, AI skills are invaluable.

3. Competitive Advantage

Having AI expertise sets you apart in the job market. Employers value candidates who can leverage AI to solve complex problems, improve efficiency, and drive business growth. By mastering AI, you position yourself as a forward-thinking professional who can lead technological advancements.

4. Future-Proof Your Career

As AI technology evolves, it will continue to disrupt traditional job roles and create new ones. By learning AI, you future-proof your career, ensuring that you stay relevant and adaptable in a rapidly changing technological landscape.

5. Innovative Opportunities

AI fosters innovation by enabling the development of new products, services, and business models. By understanding AI, you can contribute to groundbreaking projects, drive innovation, and even start your own AI-driven venture. The possibilities are limitless.

6. Enhance Problem-Solving Skills

AI teaches you how to approach problems methodically and develop data-driven solutions. These skills are not only applicable to AI but also enhance your overall problem-solving capabilities, making you a more effective and strategic thinker.

7. Contribute to Society

AI has the potential to address some of the world’s most pressing challenges, from improving healthcare outcomes to addressing climate change. By learning AI, you can be part of initiatives that make a positive impact on society and contribute to a better future.

Conclusion

Learning AI in 2024 is a smart investment in your career and personal growth. With high demand for AI professionals, opportunities for innovation, and the ability to future-proof your career, AI knowledge is a valuable asset. Embrace the AI revolution and equip yourself with the skills to thrive in the digital age.

Learn Generative AI courses in India by top experts like Abhay Ranjan.

[datasciencewithgenerativeai]

Best Data Science Training in Hyderabad | Data Science Training Course

Data Science with Generative AI? Course Features and Advantages

Introduction to Data Science with Generative AI

Data Science Course Online Training a multidisciplinary field, harnesses data to derive actionable insights. With the advent of generative AI, data science is witnessing a transformative phase, making it more powerful and efficient. This article delves into an introductory course on Data Science with Generative AI, outlining its features and advantages.  Data Science with Generative AI Training Hyderabad

Course Overview

Foundations of Data Science

Introduction to Data Science: Overview of data science, its importance, and applications.

Data Collection and Cleaning: Techniques for gathering and cleaning data to ensure high-quality datasets.

Basics of Machine Learning

Supervised Learning: Concepts of regression and classification, and key algorithms.

Unsupervised Learning: Introduction to clustering and association techniques.

Introduction to Generative AI

Understanding Generative AI: Explanation of generative models and their applications.

Generative Adversarial Networks (GANs): Deep dive into GANs, their architecture, and working principles.

Advanced Topics

Natural Language Processing (NLP): Techniques for processing and generating human language.

Deep Learning: Introduction to neural networks and deep learning models.

Ethics in AI: Discussion on ethical considerations and responsible AI practices.

Course Features

Interactive Learning: Engaging lectures, tutorials, and interactive sessions to facilitate effective learning.

Expert Instructors: Guidance from experienced professionals in the field of data science and AI.

Comprehensive Curriculum: Well-rounded syllabus covering fundamental to advanced topics.   Best Data Science Training in Hyderabad

Resource Access: Extensive access to learning materials, datasets, and AI tools.

Advantages of Learning Data Science with Generative AI

Enhanced Problem-Solving Skills:

Learn to tackle complex problems by leveraging data-driven approaches and generative models.

Career Advancement:

Gain a competitive edge in the job market with expertise in cutting-edge technologies.

Versatility:

Apply skills across various industries such as healthcare, finance, and entertainment.

Innovation:

Drive innovation by creating new solutions and applications using generative AI.

Conclusion

an introductory course on Data Science with Generative AI equips learners with essential skills and knowledge to excel in the dynamic field of data science. By blending foundational data science concepts with advanced generative AI techniques, this course prepares individuals for a successful and innovative career.

Visualpath is the Leading and Best Institute for learning in Hyderabad. We provide Best Data Science Training in Hyderabad  you will get the best course at an affordable cost.

Attend Free Demo

Call on – +91-9989971070

WhatsApp: https://www.whatsapp.com/catalog/917032290546/

Visit blog: https://visualpathblogs.com/

Visit: https://visualpath.in/data-science-with-generative-ai-online-training.html

[novella-november]

I have no idea why this needs to be said, but you can hate generative AI, love the Public Domain, love media preservation, hate the overbearing US Copyright system, and... still believe that Copyright Laws exist in the first place for a reason, (even if, thanks to Big Corporation Monopolies, it's been twisted into its current behemoth monstrosity.)

You can hate Large Language Models and still believe in Copyright Reform over Copyright Abolishment.

You can believe in Media Preservation and still believe that Plagiarism is wrong.

You can hate the current restrictive Copyright Laws without wanting to abolish them entirely.

You can love the Public Domain and still loath predatory corporations stealing everything they can get their hands on, to literally *feed the machine.*

These things are not mutually exclusive, and if you think that

"you can't hate AI if you hate the current copyright laws"

or that

"Hating on Generative AI will only give us more restrictive copyright and IP laws, therefore you need to normalize and accept generative AI stealing all of your creations and every single thing you've ever said on the internet!"

I just genuinely don't understand how you can say this kind of crap if you've ever interacted with any creative person in your life.

I'm a wanna-be-author.

I want as many people to be able to afford my written works as possible without restrictions, and I fully plan on having free ebooks of my works available for those who can't afford to buy them.

*That does *not* mean I, in any way shape or form, would ever consent to people stealing my work and uploading it into a Large Language Model and telling it to spit out fifty unauthorized sequels that are then sold for cash profit!*

You cannot support generative AI and turn around and try to claim you're actually just defending small time artists, and *also* you think no one should have any legal protections at all protecting their work from plagiarism at all.

Supporting unethical generative AI (which is literally all of them currently), protecting artists, and *completely abolishing* copyright and intellectual property laws instead of reforming them *are* mutually exclusive concepts.

You *cannot* worship the plagiarism machine, claim to care about small artists, and then say that those same small artists should have absolutely *zero* legal protections to stop their work being plagiarized.

The only way AI could even begin to approach being ethical would be if using it to begin with wasn't a huge hazard to the enviornment, and if it was trained *exclusively * on Public Domain works that had to be checked and confirmed by multiple real human beings before it was put into the training data.

And oh, would you look at that?

Every single AI model is currently just sucking up the entire fucking goddamn internet and everything ever posted on it and everything ever downloaded from it with no way to really truly opt out of it or even just to know if your work has been fed to the machine until an entire page of text from your book pops out when it generates text from someone's writing prompt.

And no, it's not just "privileged Western authors" who are being exploited by AI.

For an updating list of global legal cases again AI tech giants, see this link here to stay up to date as cases develop:

[probablyasocialecologist]

The latest, AI-dedicated server racks contain 72 specialised chips from manufacturer Nvidia. The largest “hyperscale” data centres, used for AI tasks, would have about 5,000 of these racks.  And as anyone using a laptop for any period of time knows, even a single chip warms up in operation. To cool the servers requires water – gallons of it. Put all this together, and a single hyperscale data centre will typically need as much water as a town of 30,000 people – and the equivalent amount of electricity.  The Financial Times reports that Microsoft is currently opening one of these behemoths somewhere in the world every three days. Even so, for years, the explosive growth of the digital economy had surprisingly little impact on global energy demand and carbon emissions. Efficiency gains in data centres—the backbone of the internet—kept electricity consumption in check.  But the rise of generative AI, turbocharged by the launch of ChatGPT in late 2022, has shattered that equilibrium. AI elevates the demand for data and processing power into the stratosphere. The latest version of OpenAI’s flagship GPT model, GPT-4, is built on 1.3 trillion parameters, with each parameter describing the strength of a connection between different pathways in the model’s software brain.  The more novel data that can be pushed into the model for training, the better – so much data that one research paper estimated machine learning models will have used up all the data on the internet by 2028. Today, the insatiable demand for computing power is reshaping national energy systems. Figures from the International Monetary Fund show that data centres worldwide already consume as much electricity as entire countries like France or Germany. It forecasts that by 2030, the worldwide energy demand from data centres will be the same as India’s total electricity consumption. 

30 May 2025

[eretzyisrael]

Good News From Israel

Israel's Good News Newsletter to 2nd Feb 2025

In the 2nd Feb 25 edition of Israel’s good news, the highlights include:

An Israeli university offers full scholarships to freed Gaza hostages.

An Israeli life-support system is being deployed to US hospitals.

The Head of Hadassah hospital saved a passenger on an El Al flight.

Israeli organizations saved lives in Las Angeles and Georgia.

See how cows are milked on an autonomous Israeli dairy farm.

Israeli tech will protect India and its trains.

You can behave like an animal at a new Israeli zoo.

Buy a home in Israel – while you can.

Read More: Good News From Israel

The portions of the Torah read in most synagogues during the last two weeks included the hardening of Pharaoh's heart and its disastrous consequences for Egypt. In contrast there have been many recent heartening and enheartening events and activities in Israel which are strengthening the nation and benefiting the world.

Medical news includes the US launch of a unique Israeli respiratory system to boost the heart's function of oxygenating the blood in life-support patients. Read how Israeli charity Belev Echad ("One Heart") helps rehabilitate wounded IDF soldiers. The AI system of Israeli emergency NGO United Hatzalah sent its EMTs to a shopping mall to treat a heart attack patient that it had predicted would need saving. And it certainly was a heart-stopping moment when an El Al passenger had a heart attack and was saved thanks to the Head of Hadassah hospital being on the flight.

There have been many enheartening stories in the last week, not least that of released hostages being reunited with their loved ones. The sight of Israeli SmartAID volunteers restoring power to dialysis patients in Los Angeles. New housing for Israeli lone soldiers. Free scholarships for ex-hostages at Israeli Universities. And the Swedish Member of the European Parliament who fights anti-Zionism. 

Finally, thanks to the generous hearts of Australians who made cases for mezuzahs that will be fixed to the doors of residents of Israel returning to their rebuilt homes. And we hope that the heart of 101-year-old Walter Bingham, the world's oldest journalist, will keep beating until he reaches 120.

The photo is of early spring roses emerging on top of Netanya's "Wall of Hearts".

[ecos-syscourse]

I think that people are massively misunderstanding how "AI" works.

To summarize, AI like chatGPT uses two things to determine a response: temperature and likeableness. (We explain these at the end.)

ChatGPT is made with the purpose of conversation, not accuracy (in most cases).

It is trained to communicate. It can do other things, aswell, like math. Basically, it has a calculator function.

It also has a translate function. Unlike what people may think, google translate and chatGPT both use AI. The difference is that chatGPT is generative. Google Translate uses "neural machine translation".

Here is the difference between a generative LLM and a NMT translating, as copy-pasted from Wikipedia, in small text:

Instead of using an NMT system that is trained on parallel text, one can also prompt a generative LLM to translate a text. These models differ from an encoder-decoder NMT system in a number of ways:

Generative language models are not trained on the translation task, let alone on a parallel dataset. Instead, they are trained on a language modeling objective, such as predicting the next word in a sequence drawn from a large dataset of text. This dataset can contain documents in many languages, but is in practice dominated by English text. After this pre-training, they are fine-tuned on another task, usually to follow instructions.

Since they are not trained on translation, they also do not feature an encoder-decoder architecture. Instead, they just consist of a transformer's decoder.

In order to be competitive on the machine translation task, LLMs need to be much larger than other NMT systems. E.g., GPT-3 has 175 billion parameters, while mBART has 680 million  and the original transformer-big has “only” 213 million.  This means that they are computationally more expensive to train and use.

A generative LLM can be prompted in a zero-shot fashion by just asking it to translate a text into another language without giving any further examples in the prompt. Or one can include one or several example translations in the prompt before asking to translate the text in question. This is then called one-shot or few-shot learning, respectively.

Anyway, they both use AI.

But as mentioned above, generative AI like chatGPT are made with the intent of responding well to the user. Who cares if it's accurate information as long as the user is happy? The only thing chatGPT is worried about is if the sentence structure is accurate.

ChatGPT can source answers to questions from it's available data.

... But most of that data is English.

If you're asking a question about what something is like in Japan, you're asking a machine that's primary goal is to make its user happy what the mostly American (but sure some other English-speaking countries) internet thinks something is like in Japan. (This is why there are errors where AI starts getting extremely racist, ableist, transphobic, homophobic, etc.)

Every time you ask chatGPT a question, you are asking not "Do pandas eat waffles?" but "Do you think (probably an) American would think that pandas eat waffles? (respond as if you were a very robotic American)"

In this article, OpenAI says "We use broad and diverse data to build the best AI for everyone."

In this article, they say "51.3% pages are hosted in the United States. The countries with the estimated 2nd, 3rd, 4th largest English speaking populations—India, Pakistan, Nigeria, and The Philippines—have only 3.4%, 0.06%, 0.03%, 0.1% the URLs of the United States, despite having many tens of millions of English speakers." ...and that training data makes up 60% of chatGPT's data.

Something called "WebText2", aka Everything on Reddit with More Than 3 Upvotes, was also scraped for ChatGPT. On a totally unrelated note, I really wonder why AI is so racist, ableist, homophobic, and transphobic.

According to the article, this data is the most heavily weighted for ChatGPT.

"Books1" and "Books2" are stolen books scraped for AI. Apparently, there is practically nothing written down about what they are. I wonder why. It's almost as if they're avoiding the law.

It's also specifically trained on English Wikipedia.

So broad and diverse.

"ChatGPT doesn’t know much about Norwegian culture. Or rather, whatever it knows about Norwegian culture is presumably mostly learned from English language sources. It translates that into Norwegian on the fly."

hm.

Anyway, about the temperature and likeableness that we mentioned in the beginning!! if you already know this feel free to skip lolz

Temperature:

"Temperature" is basically how likely, or how unlikely something is to say. If the temperature is low, the AI will say whatever the most expected word to be next after ___ is, as long as it makes sense.

If the temperature is high, it might say something unexpected.

For example, if an AI with a temperature of 1 and a temperature of, maybe 7 idk, was told to add to the sentence that starts with "The lazy fox..." they might answer with this.

1:

The lazy fox jumps over the...

7:

The lazy fox spontaneously danced.

The AI with a temperature of 1 would give what it expects, in its data "fox" and "jumps" are close together / related (because of the common sentence "The quick fox jumps over the lazy dog."), and "jumps" and "over" are close as well.

The AI with a temperature 7 gives something much more random. "Fox" and "spontaneously" are probably very far apart. "Spontaneously" and "danced"? Probably closer.

Likeableness:

AI wants all prompts to be likeable. This works in two ways, it must 1. be correct and 2. fit the guidelines the AI follows.

For example, an AI that tried to say "The bloody sword stabbed a frail child." would get flagged being violent. (bloody, stabbed)

An AI that tried to say "Flower butterfly petal bakery." would get flagged for being incorrect.

An AI that said "blood sword knife attack murder violence." would get flagged for both.

An AI's sentence gets approved when it is likeable + positive, and when it is grammatical/makes sense.

Sometimes, it being likeable doesn't matter as much. Instead of it being the AI's job, it usually will filter out messages that are inappropriate.

Unless they put "gay" and "evil" as inappropriate, AI can still be extremely homophobic. I'm pretty sure based on whether it's likeable is usually the individual words, and not the meaning of the sentence.

When AI is trained, it is given a bunch of data and then given prompts to fill, which are marked good or bad.

"The horse shit was stinky."

"The horse had a beautiful mane."

...

...

...

Notice how none of this is "accuracy"? The only knowledge that AI like ChatGPT retains from scraping everything is how we speak, not what we know. You could ask AI who the 51st President of America "was" and it might say George Washington.

Google AI scrapes the web results given for what you searched and summarizes it, which is almost always inaccurate.

soooo accurate. (it's not) (it's in 333 days, 14 hours)

[tattvadarshi]

ALL THE YEARS AND TIMES PAKISTAN DID TERROR ATTCKS ON INDIA

Hi! you may not know me, but i am going to be an active indian account for Tumblr people from today onwards on exposing the Pakistan that TikTok makes it seems like harmless... it's coming from someone who has suffered enough from the terror attacks from Pakistan, and i will be providing links and all.. so you all can spread this information on TikTok and be aware before supporting a country whose even kids talk about taking over India and forcefully converting them to Islam and torturing them in national advertisements and how their defence ministry full admitted to groom kids from school to fight in war.

This are the attacks that has been done by terror groups. If you think this is lie.. a simple google search prove you what is right and what is wrong, india has been suffering all these attacks in silence and the huge bloody genocide that happen in 1990 of Kashmiri Hindu.. was and will be the most horrific and terrifying events that go down in history.And i will show you something even more horrific.

This photo:

What is so horrifying about this photo? I will tell you what is so horrifying. The person in middle with white clothing and speaking in mic.. is..

This is UN-designated terrorist Hafiz Abdur Rauf, brother of JeM chief Masood Azhar, leading funeral prayers for slain terrorists alongside Pakistani military personnel. so you can imagine who indian army killed, the innocent people they claimed was none other then their fellow terrorist family, and Pakistani media claimed that it was school kids and innocent civilians, which innocent civilians has ak-47s in their school?

Funding Pakistan = Funding Terrorism.

And the lies they spread on internet (Pakistani people) that india attacked lahore city.. and some Indians were making fun of it and one of the Pakistani shared the true video of lahore.. not the ai generated one that they do on tiktok.

Here is the link

The former prime minster of Pakistan talking about that the Pakistan has more than 50 groups.

Translation:

The news reporter: india wants the voice sample of lakhvi.

Imran khan (ex pm): who is this lakhvi? Idk who is it , But listen this is the country.. where I have seen, with my naked eyes many dead bodies in last 10, and everytime i went to hospital i have seen people in most vulnerable state, and you saying that i give you information on one group of terrorist that lives in Pakistan? When there's more than 50, and when one is executed they build the new one.. they target both India and Pakistani people..

Here is another one local public admitting the training sector area of isi in pakistan and how they were given training here.

Here is another one with interview of one of the terrorist.

I am not telling you to support India, or do this or that, all i am saying you all to be aware of whom you are supporting. Don't end up supporting the terrorists. I will reveal few more information soon enough with articles and all. And again.. Pakistan is the country who was in grey list and if you don't know what grey list is..

A grey list, often used in the context of the Financial Action Task Force (FATF), refers to jurisdictions under increased monitoring due to deficiencies in their anti-money laundering and counter-terrorist financing (AML/CFT) regimes.

So be aware of whom you fund and support, it's coming from someone.. who has seen a snake shadding it's skin again and again, lying to our faces and someone who lose family members in the Bombay blasts and witness it myself.

Jai hind 🇮🇳!

[freefolksbtw]

Dreams, Drive & Disruption: How Millennials and Gen Z are Rewriting India's Future

Millennials and Gen Z are not just shaping the future of India, they are the future. From rejecting traditional careers to leading digital revolutions, here's how they're changing everything.

By Juie Bele

India is experiencing a generational shift like never before. At the center of it all? Millennials and Gen Z, young, bold, and unapologetically redefining what it means to live, work, and dream.

India’s Youthquake:

India isn’t just a young country in spirit, it’s young by numbers too. With over 65% of the population under 35, the transformation we’re witnessing is massive, visible, and unstoppable. At the core of this revolution are Millennials and Gen Z, two generations rewriting the rules on work, ambition, money, relationships, and identity. They’re not asking for change, they are the change.

A New Kind of Dream:

The old Indian dream was simple, government job, city flat, family, and early retirement. Safe, predictable, respected. But that’s not the dream anymore. Today’s youth are chasing.

· Passion over pressure

· Freedom over familiarity

· Purpose over prestige

They’re building brands from bedrooms, freelancing with international clients, launching startups before turning 25. They’re making bold, self-defined choices, driven by meaning, not just money

Careers without a Corporate Ladder:

Millennials questioned the system, Gen Z rebuilt it. Gone is the formula of engineer, MBA, corporate manager. In its place? A new generation of:

· Creators on Instagram and YouTube

· Designers freelancing from remote Indian towns

· Coders trained via online bootcamps

· Writers running successful newsletters and blogs

In this world, skills beat degrees. Portfolios matter more than resumes. Platforms like YouTube, Substack, and Behance are the new career springboards. The gatekeepers are gone, the gates are open.

Not Just Jobs, Journeys:

Today’s careers aren’t ladders, they’re winding paths of discovery. Young Indians are choosing,

· Remote work over rigid routines

· Renting over buying, for flexibility

· Freelancing over 9 to 5, for freedom

· Side-hustles over side-tables, for self-expression

They’re not unstable, they’re intentional. And they’re choosing experiences over possessions, meaning over monotony.

Financially Fierce:

This isn’t your parent’s version of money management. Young Indians today are:

· Investing in mutual funds, index stocks, and crypto learning about personal finance on Instagram and YouTube

· Managing multiple income streams, from affiliate marketing to remote gigs

· They’re delaying marriage, avoiding debt, and rejecting outdated financial timelines.

For them, financial freedom is power, and they’re claiming it early.

Socially Conscious, Digitally Native:

Gen Z was raised online, but they use the internet for more than just memes. They’re

· Advocating mental health and ending the stigma around therapy

· Challenging inequality, gender, caste, sexuality, climate, and more calling out injustice, both online and offline

· Activism isn’t a side hobby, it’s woven into their identity.

From Instagram infographics to climate protests, they’re showing us what 21st-century citizenship looks like.

But the Tension is real:

Behind the cool jobs and viral posts, there is still; parental pressure to pick “safe” careers, mental health struggles in a hyper-digital, hustle-heavy world, uncertainty in a job market shaped by AI and automation, Loneliness and burnout, even in this hyperconnected age.

But the response is different. They’re talking openly, seeking help, prioritizing therapy, boundaries, and community. Vulnerability is no longer a weakness, it’s a superpower.

What This Means for India:

It means India’s future isn’t coming, it’s already here:

· The 20-year-old launching an ed-tech startup

· The small-town designer working with a client in Berlin

· The student podcasting about mental health in Hindi

· The young couple choosing to travel instead of settling down. They’re not rejecting tradition for the sake of it, they’re refining it, rebuilding it, and reimagining it. This isn’t rebellion. This is reinvention.

If you’re a young Indian reading this, keep going. Your dreams are valid. Your journey is powerful. Your choices are yours. And if you’re not from this generation, start listening. Because the future is speaking, and it’s speaking in their voice.

[collapsedsquid]

Most of the videos I saw start with a creator showing the “Payouts” panel within Facebook to supposedly prove that they are making money from the platform, and many of them click into a “Performance” panel that shows payouts for individual images. Some of the panels show images of AI-generated trains making as much as $430,” but the vast majority of payment panels I saw showed top payments of between $10 and $40 of particularly viral photos, which, again, goes much further in India, Bangladesh, or Vietnam than it does in the United States. Some of the influencers show their panels on livestreams as “proof” that they are making the amount of money that they say they are making. In these videos, there is obviously a get-rich-quick, side-hustle energy and it’s difficult to say exactly how much any of these creators is actually making, but people are definitely trying to replicate the apparent success of these YouTubers. 

scammers scamming scammers

[pranjj]

Udaan by InAmigos Foundation:  Elevating Women, Empowering Futures

In the rapidly evolving socio-economic landscape of India, millions of women remain underserved by mainstream development efforts—not due to a lack of talent, but a lack of access. In response, Project Udaan, a flagship initiative by the InAmigos Foundation, emerges not merely as a program, but as a model of scalable women's empowerment.

Udaan—meaning “flight” in Hindi—represents the aspirations of rural and semi-urban women striving to break free from intergenerational limitations. By engineering opportunity and integrating sustainable socio-technical models, Udaan transforms potential into productivity and promise into progress.

Mission: Creating the Blueprint for Women’s Self-Reliance

At its core, Project Udaan seeks to:

Empower women with industry-aligned, income-generating skills

Foster micro-entrepreneurship rooted in local demand and resources

Facilitate financial and digital inclusion

Strengthen leadership, health, and rights-based awareness

Embed resilience through holistic community engagement

Each intervention is data-informed, impact-monitored, and custom-built for long-term sustainability—a hallmark of InAmigos Foundation’s field-tested grassroots methodology.

A Multi-Layered Model for Empowerment

Project Udaan is built upon a structured architecture that integrates training, enterprise, and technology to ensure sustainable outcomes. This model moves beyond skill development into livelihood generation and measurable socio-economic change.

1. Skill Development Infrastructure

The first layer of Udaan is a robust skill development framework that delivers localized, employment-focused education. Training modules are modular, scalable, and aligned with the socio-economic profiles of the target communities.

Core domains include:

Digital Literacy: Basic computing, mobile internet use, app navigation, and digital payment systems

Tailoring and Textile Production: Pattern making, machine stitching, finishing techniques, and indigenous craft techniques

Food Processing and Packaging: Pickle-making, spice grinding, home-based snack units, sustainable packaging

Salon and Beauty Skills: Basic grooming, hygiene standards, customer interaction, and hygiene protocols

Financial Literacy and Budgeting: Saving schemes, credit access, banking interfaces, micro-investments

Communication and Self-Presentation: Workplace confidence, customer handling, local language fluency

2. Microenterprise Enablement and Livelihood Incubation

To ensure that learning transitions into economic self-reliance, Udaan incorporates a post-training enterprise enablement process. It identifies local market demand and builds backward linkages to equip women to launch sustainable businesses.

The support ecosystem includes:

Access to seed capital via self-help group (SHG) networks, microfinance partners, and NGO grants

Distribution of startup kits such as sewing machines, kitchen equipment, or salon tools

Digital onboarding support for online marketplaces such as Amazon Saheli, Flipkart Samarth, and Meesho

Offline retail support through tie-ups with local haats, trade exhibitions, and cooperative stores

Licensing and certification where applicable for food safety or textile quality standards

3. Tech-Driven Monitoring and Impact Tracking

Transparency and precision are fundamental to Udaan’s growth. InAmigos Foundation employs its in-house Tech4Change platform to manage operations, monitor performance, and scale the intervention scientifically.

The platform allows:

Real-time monitoring of attendance, skill mastery, and certification via QR codes and mobile tracking

Impact evaluation using household income change, asset ownership, and healthcare uptake metrics

GIS-based mapping of intervention zones and visualization of under-reached areas

Predictive modeling through AI to identify at-risk participants and suggest personalized intervention strategies

 

Human-Centered, Community-Rooted

Empowerment is not merely a process of economic inclusion—it is a cultural and psychological shift. Project Udaan incorporates gender-sensitive design and community-first outreach to create lasting change.

Key interventions include:

Strengthening of SHG structures and women-led federations to serve as peer mentors

Family sensitization programs targeting male allies—fathers, husbands, brothers—to reduce resistance and build trust

Legal and rights-based awareness campaigns focused on menstrual hygiene, reproductive health, domestic violence laws, and maternal care

Measured Impact and Proven Scalability

Project Udaan has consistently delivered quantifiable outcomes at the grassroots level. As of the latest cycle:

Over 900 women have completed intensive training programs across 60 villages and 4 districts

Nearly 70 percent of participating women reported an average income increase of 30 to 60 percent within 9 months of program completion

420+ micro-enterprises have been launched, 180 of which are now self-sustaining and generating employment for others

More than 5,000 indirect beneficiaries—including children, elderly dependents, and second-generation SHG members—have experienced improved access to nutrition, education, and mobility

Over 20 institutional partnerships and corporate CSR collaborations have supported infrastructure, curriculum design, and digital enablement.

Partnership Opportunities: Driving Collective Impact

The InAmigos Foundation invites corporations, philanthropic institutions, and ecosystem enablers to co-create impact through structured partnerships.

Opportunities include:

Funding the establishment of skill hubs in high-need regions

Supporting enterprise starter kits and training batches through CSR allocations

Mentoring women entrepreneurs via employee volunteering and capacity-building workshops

Co-hosting exhibitions, market linkages, and rural entrepreneurship fairs

Enabling long-term research and impact analytics for policy influence

These partnerships offer direct ESG alignment, brand elevation, and access to inclusive value chains while contributing to a model that demonstrably works.

What Makes Project Udaan Unique?

Unlike one-size-fits-all skilling programs, Project Udaan is rooted in real-world constraints and community aspirations. It succeeds because it combines:

Skill training aligned with current and emerging market demand

Income-first design that integrates microenterprise creation and financial access

Localized community ownership that ensures sustainability and adoption

Tech-enabled operations that ensure transparency and iterative learning

Holistic empowerment encompassing economic, social, and psychological dimensions

By balancing professional training with emotional transformation and economic opportunity, Udaan represents a new blueprint for inclusive growth.

 From Promise to Power

Project Udaan, driven by the InAmigos Foundation, proves that when equipped with tools, trust, and training, rural and semi-urban women are capable of becoming not just contributors, but catalysts for socio-economic renewal.

They don’t merely escape poverty—they design their own systems of progress. They don’t just participate—they lead.

Each sewing machine, digital training module, or microloan is not a transaction—it is a declaration of possibility.

This is not charity. This is infrastructure. This is equity, by design.

Udaan is not just a program. It is a platform for a new India.

For partnership inquiries, CSR collaborations, and donation pathways, contact: www.inamigosfoundation.org/Udaan Email: partnerships@inamigosfoundation.org

[mariacallous]

Ten years ago, Eliot Higgins could eat room service meals at a hotel without fear of being poisoned. He hadn’t yet been declared a foreign agent by Russia; in fact, he wasn’t even a blip on the radar of security agencies in that country or anywhere else. He was just a British guy with an unfulfilling admin job who’d been blogging under the pen name Brown Moses—after a Frank Zappa song—and was in the process of turning his blog into a full-fledged website. He was an open source intelligence analyst avant la lettre, poring over social media photos and videos and other online jetsam to investigate wartime atrocities in Libya and Syria.

In its disorganized way, the internet supplied him with so much evidence that he was beating UN investigators to their conclusions. So he figured he’d go pro. He called his website Bellingcat, after the fable of the mice that hit on a way to tell when their predator was approaching. He would be the mouse that belled the cat.

Today, Bellingcat is the world’s foremost open source intelligence agency. From his home in the UK, Higgins oversees a staff of nearly 40 employees who have used an evolving set of online forensic techniques to investigate everything from the 2014 shoot-down of Malaysia Airlines Flight 17 over Ukraine to a 2020 dognapping to the various plots to kill Russian dissident Alexei Navalny.

Bellingcat operates as an NGO headquartered in the Netherlands but is in demand everywhere: Its staffers train newsrooms and conduct workshops; they unearth war crimes; their forensic evidence is increasingly part of court trials. When I met Higgins one Saturday in April, in a pub near his house, he’d just been to the Netherlands to collect an award honoring Bellingcat’s contributions to free speech—and was soon headed back to collect another, for peace and human rights.

Bellingcat’s trajectory tells a scathing story about the nature of truth in the 21st century. When Higgins began blogging as Brown Moses, he had no illusions about the malignancies of the internet. But along with journalists all over the world, he has discovered that the court of public opinion is broken. Hard facts have been devalued; online, everyone can present, and believe in, their own narratives, even if they’re mere tissues of lies. Along with trying to find the truth, Higgins has also been searching for places where the truth has any kind of currency and respect—where it can work as it should, empowering the weak and holding the guilty accountable.

The year ahead may be the biggest of Bellingcat’s life. In addition to tracking conflicts in Ukraine and Gaza, its analysts are being flooded with falsified artifacts from elections in the US, the UK, India, and dozens of other countries. As if that weren’t enough, there’s also the specter of artificial intelligence: still too primitive to fool Bellingcat’s experts but increasingly good enough to fool everyone else. Higgins worries that governments, social media platforms, and tech companies aren’t worrying enough and that they’ll take the danger seriously only when “there’s been a big incident where AI-generated imagery causes real harm”—in other words, when it’s too late.

[rajasthan-political-leader]

2024 Rewind: Achievements and Media Highlights — Col Rajyavardhan Rathore 🔄📢

The year 2024 was a landmark year for Col Rajyavardhan Singh Rathore, marked by significant achievements, policy reforms, and transformative initiatives across infrastructure, industry, digital empowerment, youth development, and sports. His leadership and vision played a crucial role in shaping Rajasthan’s growth trajectory and national progress. Here’s a look back at his top achievements and key media highlights from 2024.

🏗️ Infrastructure & Urban Development: Transforming Rajasthan’s Landscape

✅ ₹3.62 Crore Road Expansion Project — 6.50 km long upgraded roads in Jhotwara. ✅ ₹4.07 Crore Bridge Over Bandi River — Solving connectivity and traffic issues. ✅ Smart City Initiatives — Development of modern urban infrastructure and transport solutions.

“Infrastructure is the backbone of progress, and 2024 was a year of major advancements.”

📈 Industrial & Economic Growth: Strengthening Rajasthan’s Economy

✅ Investment & MSME Growth — Rajasthan attracted record-breaking FDI in manufacturing and tech. ✅ Delhi-Mumbai Industrial Corridor (DMIC) Expansion — Boosting Rajasthan’s industrial competitiveness. ✅ Startup & Innovation Ecosystem — New incubation centers and startup-friendly policies introduced.

“A pro-business Rajasthan is a prosperous Rajasthan. Our industry and commerce are driving India’s future.”

💻 Digital Rajasthan & E-Governance: Paving the Way for Smart Growth

✅ 3415 Informatics Assistant Positions Announced — Strengthening Rajasthan’s digital services. ✅ Digital Literacy & Skill Development Programs — Empowering youth for future jobs. ✅ Expansion of High-Speed Internet Connectivity — Bridging the urban-rural digital divide.

“Technology and digital inclusion will define Rajasthan’s success in the coming decades.”

🏆 Sports & Youth Development: A New Era of Excellence

✅ Major Sports Infrastructure Upgrades — New stadiums and training centers inaugurated. ✅ Athlete Support & Khelo India Expansion — Ensuring young talent gets world-class training. ✅ Encouraging Women in Sports — Special initiatives for female athletes to reach global levels.

“From grassroots to Olympics, we are building a sports culture that will make Rajasthan and India proud.”

📚 Education & Social Development: Empowering the Next Generation

✅ Library Inauguration in Baberwalon Ki Dhani — A knowledge hub for students and the community. ✅ New Schools & Vocational Training Centers — Increasing access to quality education. ✅ Women Empowerment Programs — Strengthening women’s participation in entrepreneurship & governance.

“An educated, skilled, and empowered youth is the key to a developed Rajasthan.”

🚀 Media Highlights & Public Recognition

🔹 Featured in Top Political & Leadership Summits on Rajasthan’s future. 🔹 Recognized for his contributions to industrial growth and youth empowerment. 🔹 Extensive media coverage on infrastructure, governance, and technology initiatives.

“2024 was a year of milestones. 2025 will be a year of transformation!”

🔹 The Road Ahead: Vision for 2025

✅ More investments in AI, IT, and digital industries. ✅ Expanding job opportunities for Rajasthan’s youth. ✅ Developing Rajasthan into India’s most business-friendly state. ✅ Bringing world-class sports training & global competitions to Rajasthan.

🚀 “The future is bright, and Rajasthan is ready to lead the way!” 📢 Jai Hind! Jai Rajasthan! 🇮🇳✨

[beardedmrbean]

India's biggest news organisations are seeking to join a lawsuit against OpenAI, the US startup behind ChatGPT, for alleged unauthorised use of their content.

The news organisations include some of India's oldest publications like The Indian Express, The Hindu, The India Today group, billionaire Gautam Adani-owned NDTV, and over a dozen others.

OpenAI denies the allegations and told the BBC that it uses "publicly available data" that are in line with "widely accepted legal precedents".

On Wednesday, OpenAI CEO Sam Altman was in Delhi to discuss India's plan for a low-cost AI ecosystem with IT Minister Ashwini Vaishnaw.

He said India "should be one of the leaders of the AI revolution" and said earlier comments from 2023, when he said Indian firms would struggle to compete, had been taken out of context.

"India is an incredibly important market for AI in general and for OpenAI in particular," local media quoted him as saying at the event.

The legal case filed against OpenAI in November by Asian News International (ANI), India's largest news agency, is the first of its kind in India.

ANI accuses ChatGPT of using its copyrighted material illegally - which OpenAI denies - and is seeking damages of 20m rupees ($230,000; £185,000).

The case holds significance for ChatGPT given its plans to expand in the country. According to a survey, India already has the largest user base of ChatGPT.

Chatbots like ChatGPT are trained on massive datasets collected by crawling through the internet. The content produced by nearly 450 news channels and 17,000 newspapers in India holds huge potential for this.

There is, however, no clarity on what material ChatGPT can legally collect and use for this purpose.

OpenAI is facing at least a dozen lawsuits across the world filed by publishers, artists and news organisations, who have all accused ChatGPT of using their content without permission.

The most prominent of them was filed by The New York Times in December 2023, in which the newspaper demanded "billions of dollars" in damages from OpenAI and Microsoft, its backer.

"A decision by any court would also hold some persuasive value for other similar cases around the world," says Vibhav Mithal, a lawyer specialising in artificial intelligence at the Indian law firm Anand and Anand.

Mr Mithal said the verdict in the lawsuit filed by ANI could "define how these AI models will operate in the future" and "what copyrighted news content can be used to train AI generative models [like ChatGPT]".

A court ruling in ANI's favour could spark further legal cases as well as opening the possibility of AI companies entering into license sharing agreements with content creators, which some companies have already started doing.

"But a ruling in OpenAI's favour will lead to more freedom to use copyrighted protected data to train AI models," he said.

What is ANI's case?

ANI provides news to its paying subscribers and owns exclusive copyright over a large archive of text, images and videos.

In its suit filed in the Delhi High Court, ANI says that OpenAI used its content to train ChatGPT without permission. ANI has argued that this led to the chatbot getting better and has profited OpenAI.

The news agency said that before filing the suit, it had told OpenAI its content was being used unlawfully and offered to grant the company a license to use its data.

ANI says OpenAI declined the offer and put the news agency on an internal blocklist so that its data is no longer collected. It also asked ANI to disable certain web crawlers to ensure that its content was not picked up by ChatGPT.

The news agency says that despite these measures, ChatGPT picks up its content from websites of its subscribers. This has enriched OpenAI "unjustly", it says.

ANI also says in its suit that the chatbot produces its content verbatim for certain prompts. In some instances, ANI says, ChatGPT has falsely attributed statements to the news agency, hampering its credibility and misleading the public.

Apart from seeking compensation for damages, ANI has asked the court to direct OpenAI to stop storing and using its work.

In its response, OpenAI says it opposes the case being filed in India since the company and its servers are not located in the country and the chatbot has also not been trained there.

News organisations seek to join lawsuit

In December, the Federation of Indian Publishers, which claims to represent 80% of Indian publishers including the Indian offices of Penguin Random House and Oxford University Press, filed an application in court saying that they were "directly affected" by this case and should be allowed to present their arguments as well.

A month later, Digital News Publishers Association (DNPA), which represents leading Indian news outlets, and three other media outlets filed a similar application. They argued that while OpenAI had entered into licensing agreements with international news publishers such as the Associated Press and Financial Times, a similar model had not been followed in India.

DNPA told the court the case would affect the livelihood of journalists and the country's entire news industry. OpenAI has, however, argued that chatbots are not a "substitute" for news subscriptions and are not used for such purposes.

The court has not admitted these applications by the publishers yet and OpenAI has argued that the court should not hear them.

But the judge clarified that even if these associations are allowed to argue, the court will restrict itself to ANI's claims since the other parties had not filed their own lawsuits.

Meanwhile, OpenAI told the BBC it is engaging in "constructive partnerships and conversations" with news organisations around the world, in

Where AI regulation in India stands

Analysts say the lawsuits filed against ChatGPT across the world could bring into focus aspects of chatbots that have escaped scrutiny so far.

Dr Sivaramakrishnan R Guruvayur, whose research focuses on responsible use of artificial intelligence, says that the data used to train chatbots is one such aspect.

The ANI-OpenAI case will lead the court "to evaluate the data sources" of chatbots, he said.

Governments across the world have been grappling with how to regulate AI. In 2023, Italy blocked ChatGPT saying that the chatbot's mass collection and storage of personal data raised privacy concerns.

The European Union approved a law to regulate AI last year.

The Indian government too has indicated plans to regulate AI. Before the 2024 election, the government issued an advisory that AI tools that were "under-testing" or "unreliable" should get government permission before launching.

It also asked AI tools to not generate responses that are illegal in India or "threaten the integrity of the electoral process".

cluding India, to "work collaboratively".

[jimmy-asija]

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[colonelrajyavardhanrathore]

Union Budget 2025: Rajasthan Minister Col Rajyavardhan Rathore Highlights Boost for MSMEs & Startups

The Union Budget 2025, presented by Finance Minister Nirmala Sitharaman, has placed a strong emphasis on fostering entrepreneurship, innovation, and economic self-reliance. Rajasthan’s Minister Rajyavardhan Singh Rathore has lauded the budget’s focus on Micro, Small & Medium Enterprises (MSMEs) and Startups, calling it a game-changer for India’s business ecosystem.

This budget introduces bold incentives, funding support, and digital transformation initiatives to empower small businesses and young entrepreneurs, ensuring that they remain the backbone of India’s growing economy.

Key Announcements for MSMEs & Startups

1. Enhanced Credit Support for MSMEs

✅ ₹50,000 Crore Expansion in Credit Guarantee Scheme — Making loans easily accessible for small businesses. ✅ Interest Subvention for MSMEs — Lower borrowing costs to promote business expansion. ✅ Tax Relief for MSMEs — Increased turnover threshold for tax exemptions.

2. Startup India 3.0 — A New Era of Entrepreneurship

✅ ₹25,000 Crore Startup Growth Fund — Supporting early-stage and high-impact startups. ✅ Easier Compliance & Single Window Clearance for business registrations. ✅ Tax Holiday Extension for eligible startups, reducing financial stress.

3. Technology & Digital Transformation

✅ AI, Blockchain & Cloud Support for MSMEs — Helping businesses adopt advanced technology. ✅ Digital Payment Incentives — Encouraging a cashless economy and financial inclusion. ✅ Boost for FinTech & E-commerce Startups — Simplified regulations and incentives.

4. Skill Development & Job Creation

✅ New Entrepreneurship Hubs in Tier-2 & Tier-3 Cities to nurture local talent. ✅ ₹10,000 Crore Allocation for Digital Skilling & AI Training — Preparing the youth for high-growth industries. ✅ Expansion of Production-Linked Incentive (PLI) Scheme to generate employment in key sectors.

Rajasthan’s Gains: A Thriving Hub for MSMEs & Startups

Minister Rajyavardhan Singh Rathore highlighted how Rajasthan stands to benefit immensely from these policies, stating:

“This budget reflects the Modi government’s unwavering commitment to empowering MSMEs and startups. Rajasthan, with its strong entrepreneurial spirit, will see a surge in new businesses, innovation hubs, and employment opportunities.”

He emphasized three major gains for Rajasthan’s business ecosystem:

Tourism & Handicrafts MSMEs will receive enhanced support for global market expansion.

Renewable Energy Startups in Rajasthan will gain access to Green Funds.

Agritech & Rural Startups will benefit from new funding and digital infrastructure.

A Vision for Aatmanirbhar Bharat

The Union Budget 2025 ensures that India’s MSMEs and startups thrive in a competitive global economy. With tax incentives, credit support, and technology integration, this budget paves the way for a self-reliant and prosperous India.

Col. Rajyavardhan Rathore’s message to entrepreneurs:

“This is the best time to be an entrepreneur in India. With government support and strong policies, MSMEs and startups are set to become the driving force behind ‘Viksit Bharat’.”

🚀 A New Era of Business Begins! Jai Hind! Jai Rajasthan! 🇮🇳