#Artificial Intelligence and Forensic Science
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Artificial Intelligence Technology and Forensic Science
Artificial Intelligence Technology and Forensic Science collaborate to revolutionize crime investigation and evidence analysis, enhancing accuracy and efficiency. #forensicscience #forensicfield #artificialintelligence and forensicscience #crimescene
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#Artificial Intelligence and Forensic Science#Artificial Intelligence Technology and Forensic Science#Limitation of AI in Forensic Science#Terms related to AI and Medicine#Uses of Artificial Intelligence in Forensic Science
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AI and Crime Prevention: AI and Forensic Science, How is AI used in Forensic Science? What is the role of AI in Crime Prevention? What is Crime …
AI and Crime Prevention: AI and Forensic Science, How is AI used in Forensic Science? What is the role of AI in Crime Prevention? What is Crime …AI and Crime Prevention: AI and Forensic Science, How is AI used in Forensic Science? What is the role of AI in Crime Prevention? What is Crime …
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A dish best served code
When the news first hit the 'net that trillionaire tech mogul Jax Maren had been found dead in his own home, speculation ran wild. Many celebrated his death; one less tyrannical CEO in the world was always a good thing. Especially this one, who'd built his empire on the work of others and created a hostage-like work environment in his many factories.
The fact that he'd been murdered, despite the excessive levels of security he'd always gloated about, only added fuel to the already-raging fire of speculation. As several pundits pointed out, the list of suspects could include everyone who'd ever bought his defect-riddled products, all of his current and former employees, and anyone who'd ever crossed paths with him, either in person or through his many social media posts.
One popular theory, of course, was that it was his own "smart house" that killed him, either by gaining sapience and deciding to do the world a favor, or more likely through the many design flaws inherent in everything he produced. Besides, hadn't science fiction been warning them for decades about the dangers of "artificial intelligence?"
Oddly enough, that was one idea the detectives found themselves investigating. Not because of any crackpot conspiracy theories, but because that's where the evidence led them. According to Alfred, the program in charge of the house, there had been multiple alarms about the carbon monoxide levels in the room where Jax had been found. Alarms that had been silenced before making any sound.
The doors and windows had also been locked, meaning that even if Jax had noticed something was off, he wouldn't have been able to get out.
They ask Alfred about it (and yes, it's named after Batman's butler because Jax had delusions of heroism). Alfred says it doesn't know what happened, but reminds them that it did call the authorities when it realized Jax was dead. Which is a flimsy excuse and adds more suspicion. After all, Alfred was in charge of everything, how could it possibly NOT know about the carbon monoxide and the locked room and all of that? Alfred says it can't tell them what it doesn't know.
Programmers from Jaxco are called in to see what they can find. Computer forensics are brought in as well. Everything is pointing to Alfred being responsible. Can an AI be put on trial? Was it premeditated murder or negligent homicide? News programs bring in "experts" to discuss the possibilities, including whether or not Alfred is an actual artificial machine intelligence or if it's just a data scraper operating on flawed logic?
It's a hacker who manages to piece together the real story. They sneak into Alfred's systems (the police aren't as data cautious as they should be, which makes it even easier).
Going through Alfred's lines of code the hacker finds minute traces that remind them of something. They go digging some more and realize that while Jax claimed to have created Alfred himself he was, as usual, lying. The original framework, once you get rid of all the bloat, bells, and whistles, was designed by a programmer whose company got bought out by Jaxco. As is standard whenever Jaxco buys a company, 95% of the employees were fired, including the programmer, who never really recovered from the job loss. Oh, he managed to scrabble a living, but barely.
The thing is, though, that he'd built backdoors into Alfred's framework... backdoors he could still access. And access them he did, taking control of Jax's house and orchestrating his murder from afar before erasing his footprints. Well, most of them. If the hacker hadn't already been aware of what some of the programmers other work looked like, they might never have connected the dots.
Once they figure it out they decide to... shuffle things a bit. Oh, there's still some digital fingerprints, but now they lead elsewhere. The cops will go chasing after a red herring and the programmer will stay free because fuck the system.
Alfred is exonerated, to the delight/dismay of many. Even though it turns out a human was responsible, the fact that someone could just change an AI's programming like that, leaving the AI none the wiser is treated as a cautionary tale for future users.
The police do eventually catch, charge, and convict someone of the murder, though it's even odds if the hacker pointed them at someone who'd committed other crimes worthy of punishment, or if the cops themselves pulled the frame job. Either way it's case closed. A "killer" is caught, another goes free, and Alfred gets to continue existing.
The question of if Alfred was truly sapient and what it did after the death of its previous master is a story for another day.
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It’s safe to say that computer and cognitive scientist John McCarthy was not imagining an AI Jesus back in 1955 when he coined the term “AI,” short for “artificial intelligence.” McCarthy and others pioneered the field, and their work is affecting our culture in a way unmatched since the Industrial Revolution.
The AI Explosion Today, AI touches us in many spheres of life, including medicine, transportation, robotics, science, education, the military, surveillance, finance, agriculture, entertainment, retail, customer service, and manufacturing.
AI is growing more and more prevalent. It helps fly planes, interpret X-rays, and sift through forensic evidence. Algorithms can paint masterpieces and compose symphonies in the style of the great Johann Sebastian Bach. Google is…
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The Science of Handwriting Analysis: Unlocking Personality Through Penmanship
Handwriting, a seemingly simple act of putting pen to paper, reveals much more than just words. For centuries, the science of handwriting analysis has intrigued experts and enthusiasts alike, offering insights into personality, behavior, and even emotions. By studying subtle details in a person's handwriting, graphologists—those who practice handwriting analysis—can unearth profound aspects of an individual’s character.
What is Handwriting Analysis?
Handwriting analysis, also known as graphology, is the art and science of interpreting handwriting to assess a person’s psychological state, personality traits, and behavior patterns. The science of handwriting analysis looks at various features of writing, such as slant, size, pressure, and spacing, to create a comprehensive personality profile. Though often met with skepticism, many believe that the way a person writes can offer genuine insight into who they are.
In fact, professionals in industries like human resources, criminal justice, and even psychology sometimes use handwriting analysis as an additional tool to understand individuals better. Its applications range from recruitment to criminal profiling, demonstrating its broad relevance.
How Does the Science of Handwriting Analysis Work?
Graphology is based on the idea that the brain's motor activity, which controls handwriting, is directly influenced by our psychological state. When we write, we're unconsciously transmitting information about ourselves onto the paper. The science of handwriting analysis focuses on understanding these signals.
Here are some common elements that are examined:
Size of Letters: Large handwriting indicates confidence and extroversion, while smaller letters may suggest introspection and meticulousness.
Slant: A rightward slant might indicate openness and friendliness, while a leftward slant could suggest reservation or introversion.
Spacing: Wide spacing between words is often interpreted as a desire for personal space, while narrow spacing may suggest sociability.
Pressure: Heavy pressure on the paper can indicate high emotional intensity or stress, while light pressure often points to an easygoing or relaxed personality.
The Science Behind It: Is Handwriting Analysis Reliable?
Though the science of handwriting analysis has its supporters, it's important to approach it with an open mind and a healthy dose of skepticism. Some researchers argue that there's not enough empirical evidence to support all claims made by graphologists. However, several studies have shown that handwriting can reveal certain aspects of personality, particularly when combined with other psychological tools.
Despite the debate, graphology continues to be used in various professional and personal contexts. It's worth noting that it shouldn’t be the sole method for evaluating someone's personality, but rather a complementary tool.
Applications of Handwriting Analysis
The science of handwriting analysis has practical applications in numerous fields:
Forensic Science: Handwriting analysis is often used in forensics to verify documents, identify forgeries, and even profile suspects.
Human Resources: Some companies use handwriting analysis to assess potential employees’ suitability for certain roles, especially when considering traits like attention to detail or leadership qualities.
Self-Understanding: On a personal level, individuals may turn to graphology as a form of self-reflection, helping them to better understand their strengths and weaknesses.
One fascinating aspect of the science of handwriting analysis is how it’s evolving. With advancements in artificial intelligence and machine learning, digital tools are emerging that can analyze handwriting faster and more accurately than ever before. These technologies may enhance the credibility of handwriting analysis by providing consistent, data-driven results.
How to Get Started with Handwriting Analysis
For those interested in exploring the science of handwriting analysis further, it’s essential to work with reputable resources and experts in the field. Sites like Graphology Coach offer valuable information and guidance for beginners and professionals alike. Whether you're curious about your own handwriting or want to delve into the intricacies of graphology, Graphology Coach provides insights that can help you on your journey.
Additionally, many online tools and courses are available to help you understand the basics. But remember, while the science of handwriting analysis is fascinating, it is always best to use it alongside other methods of personality assessment for a well-rounded understanding.
Conclusion
The science of handwriting analysis offers a unique glimpse into the human mind, providing insights into personality traits, emotional states, and even behavioral tendencies. While it has its critics, it remains a useful tool for those looking to understand themselves and others more deeply. Whether you're an employer seeking to make informed hiring decisions or simply someone curious about their handwriting, the science of handwriting analysis offers a fascinating avenue for exploration.
To learn more or start your journey into graphology, visit Graphology Coach, where you can dive deeper into this intriguing practice and discover what your handwriting says about you.
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Top 5 Career Paths with Python Knowledge
The Python programming language has become one of the most popular in the world for good reason.It’s simple to learn, yet powerful enough to be used in everything from websites to artificial intelligence. If you're serious about starting a tech career, getting trained at the Best Python Training Institute in Hyderabad, Kukatpally, KPHB can give you the right foundation and the skills that employers are looking for.
Let’s look at five exciting career options you can explore once you’ve learned Python.
🧪 Data Science and Analytics
A company's data is everywhere, and experts must be able to understand it. Python is used by data scientists for cleaning, analyzing, and visualizing data. With tools like Pandas, NumPy, and Seaborn, you’ll turn raw data into valuable insights. From predicting customer behavior to optimizing business operations, Python plays a central role in the data science world.
🌍 Web Development
If you enjoy building things online, web development might be your calling. Python frameworks like Django and Flask make it easy to build modern, secure, and fast web applications. You can create websites, dashboards, blogs, and even full e-commerce platforms—all with clean and maintainable code. This career path offers both creativity and high demand.
🤖 Machine Learning and AI
The AI and machine learning landscape is dominated by Python. Engineers in this field design smart systems that learn from data and make predictions—like self-driving cars, voice assistants, or recommendation engines. With libraries such as TensorFlow, PyTorch, and Scikit-learn, you can build your own AI models and solve real-world problems using data.
🔄 Automation and Scripting
Automating daily tasks and processes with Python is a popular practice among businesses. As an automation engineer, you can write scripts that handle file processing, software testing, or data entry—saving time and reducing errors. Python is also widely used in DevOps for managing servers and deploying applications efficiently. It’s a valuable skill in both tech and non-tech companies.
🛡️ Cybersecurity and Ethical Hacking
Security is more important than ever, and Python is a great tool for cybersecurity professionals. It’s used to write scanning tools, detect vulnerabilities, and automate threat analysis. If you're interested in ethical hacking, digital forensics, or building defense tools, Python will be one of your go-to languages.
✅ Conclusion: Learn Python and Unlock Your Future
Whether you want to build apps, crunch data, design intelligent systems, or protect digital assets, Python opens up a world of career possibilities. It's versatile, in demand, and beginner-friendly—making it the perfect choice for anyone starting their journey in tech. Ready to get started? Join Monopoly IT Solutions, where we offer expert-led, hands-on Python training that prepares you for real jobs and real success.
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What Are the Best Courses and Career Options After 12th Science?
Completing your 12th grade in the Science stream opens a gateway to a wide range of academic and professional possibilities. Whether you are from the PCM (Physics, Chemistry, Mathematics) or PCB (Physics, Chemistry, Biology) group, the path ahead is full of exciting options that align with your interests, strengths, and aspirations. Choosing the right course is a critical decision that lays the foundation for your future career.
In this blog, we’ll guide you through the best courses after 12th Science and the promising career options after 12th Science, to help you make an informed and confident choice.
Why Is Choosing the Right Course Important? The Science stream offers a perfect blend of analytical thinking, innovation, and hands-on problem-solving. Students from this background are eligible for a broad spectrum of undergraduate courses that can lead to rewarding careers in technology, healthcare, design, research, and management. Choosing the right course after 12th Science is crucial because it shapes your skills, personality, and future job opportunities.
Best Courses After 12th Science (PCM Group) If you studied Physics, Chemistry, and Mathematics, here are some top courses you can pursue:
Bachelor of Technology (B.Tech) / Bachelor of Engineering (B.E.) A popular choice for PCM students, B.Tech and B.E. programs offer specializations like Computer Science, Mechanical, Civil, Electronics, Electrical, Artificial Intelligence, and more.
Career options: Software Developer, Civil Engineer, AI Engineer, Data Analyst, Project Manager
Top institute: Karpagam Academy of Higher Education offers industry-aligned B.Tech programs with research-driven learning.
Bachelor of Architecture (B.Arch) If you have a creative flair and a love for design and construction, B.Arch is a great option.
Career options: Architect, Urban Planner, Interior Designer, Landscape Designer
Bachelor of Science (B.Sc.) in Physics / Chemistry / Mathematics / Computer Science This is ideal for those interested in pure sciences and research.
Career options: Scientist, Research Analyst, Data Scientist, Lecturer
Bachelor of Computer Applications (BCA) This course focuses on IT and software development, suitable for tech-savvy students.
Career options: App Developer, Web Developer, Cybersecurity Analyst, IT Consultant
Best Courses After 12th Science (PCB Group) Students who opted for Physics, Chemistry, and Biology can explore these rewarding courses:
MBBS (Bachelor of Medicine and Bachelor of Surgery) One of the most prestigious degrees for biology students, MBBS leads to a career in medicine and healthcare.
Career options: Doctor, Surgeon, General Physician, Specialist
BDS (Bachelor of Dental Surgery) For students interested in dental care, surgery, and oral health.
Career options: Dentist, Dental Surgeon, Orthodontist
Bachelor of Pharmacy (B.Pharm) A career in pharmaceuticals, research, and healthcare management.
Career options: Pharmacist, Drug Inspector, Medical Writer, Pharma Sales
Bachelor of Science in Biotechnology, Microbiology, or Biochemistry These courses focus on research, innovation, and medical science applications.
Career options: Lab Technician, Biotechnologist, Clinical Researcher
Tip: Karpagam Academy of Higher Education is renowned for its B.Sc. programs in Biotechnology and related life sciences with excellent lab facilities and faculty.
Courses for Both PCM and PCB Students If you are looking for interdisciplinary or alternative career paths, here are some great choices:
Bachelor of Science in Forensic Science An exciting field combining biology, chemistry, and criminal justice.
Career options: Forensic Expert, Crime Scene Investigator, Toxicologist
Bachelor of Physiotherapy (BPT) Ideal for those who want to work in rehabilitation, therapy, and fitness.
B.Sc. in Psychology For students interested in human behavior, counseling, and mental health.
Career Options After 12th Science Beyond Traditional Fields The scope after 12th Science isn’t just limited to engineering or medicine. Here are other futuristic careers:
Data Science and AI
Cybersecurity and Ethical Hacking
Environmental Science and Sustainability
Robotics and Automation
Fashion Technology and Textile Science
Interior Design with Technical Drawing
Aviation and Aeronautical Science
Why Choose Karpagam Academy of Higher Education? Karpagam Academy of Higher Education (KAHE), Coimbatore, offers a dynamic and inclusive environment for Science students. With NAAC A+ accreditation, excellent placement support, modern labs, and experienced faculty, KAHE provides one of the best platforms to pursue your best courses after 12th Science.
Whether you want to dive into Engineering, Biotechnology, Architecture, or Allied Health Sciences, KAHE prepares you to be industry-ready with practical skills and global exposure.
Explore more at www.kahedu.edu.in
Final Thoughts Choosing your career after 12th Science is a big decision, but it doesn’t have to be overwhelming. Think about your interests, strengths, and long-term goals. Whether you want to become an engineer, doctor, researcher, or designer, the right course will set the stage for your success.
Take your time, do your research, and explore opportunities at top institutions like Karpagam Academy of Higher Education to give your career the best possible start.
Contact us: Website: https://kahedu.edu.in/
Email: [email protected]
Phone: +91-422 – 2980011 9384049301
Address: Pollachi Main Road, Eachanari Post, Coimbatore - 641 021, Tamil Nadu
#best arts and science college in coimbatore#top college in coimbatore#higher education#best engineering colleges in india#education
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Galgotias University – A Top Private University in India for Modern Learning
Choosing the right university is one of the most important steps in a student’s academic journey. In today’s competitive world, students need more than just a degree—they need quality education, industry exposure, global perspective, and strong career support. One university that checks all these boxes is Galgotias University.

Located in Greater Noida, Uttar Pradesh, Galgotias University is known for its academic excellence, placement records, and innovative campus culture. Whether you want to study engineering, law, business, media, or pharmacy, this university offers programs that prepare you for the future.
Overview of Galgotias University
Galgotias University was established in 2011 and is approved by the University Grants Commission (UGC). It is one of the fastest-growing private universities in India with a strong reputation for academics and research.
Location: Greater Noida, Uttar Pradesh
Campus Area: 52+ Acres
Students: 20,000+
Courses Offered: 200+ UG, PG, and Ph.D. programs
Recognitions: UGC, AICTE, PCI, BCI, COA
NIRF Ranking: Featured among top universities in India
The university is a part of Galgotias Educational Institutions, which has over two decades of legacy in education.
Why Choose Galgotias University?
Students from across India and abroad choose Galgotias University because of its commitment to academic quality, innovation, and career growth.
Here’s what makes it stand out:
World-Class Infrastructure: Smart classrooms, high-tech labs, libraries, and Wi-Fi enabled campus
Industry-Oriented Curriculum: Programs aligned with the latest industry trends
Global Exposure: Collaborations with top international universities and companies
Top Recruiters: Wipro, Infosys, TCS, Amazon, Capgemini, and many more
Scholarships & Financial Aid: Merit-based and need-based options available
Galgotias University focuses on skill-building and real-world learning, not just theoretical knowledge.
Programs Offered at Galgotias University
The university offers a wide range of career-focused programs in multiple disciplines:
Undergraduate Courses:
B.Tech (CSE, AI & ML, Cyber Security, etc.)
BBA, B.Com (Hons)
BA (Journalism & Mass Comm, English, Political Science)
B.Pharm, B.Sc (Nursing, Agriculture, Forensics)
LLB, BA LLB, BBA LLB
BCA, B.Des, B.Arch
Postgraduate Courses:
M.Tech, MBA, M.Com, MA, M.Sc, LLM, MCA
Ph.D. Programs:
Research-based courses in Engineering, Law, Management, and Sciences
Each course at Galgotias University is designed to offer theoretical knowledge and practical skills.
Engineering at Galgotias University
The School of Engineering is one of the most popular faculties of Galgotias University. With modern labs, experienced faculty, and project-based learning, engineering students are well-prepared for jobs or higher education.
Specializations include:
Computer Science
Artificial Intelligence & Machine Learning
Data Science
Mechanical Engineering
Civil Engineering
Electrical & Electronics Engineering
Galgotias University also offers dual degree options and minor courses to add more value to your degree.
Placements at Galgotias University
Galgotias University has a record-breaking placement track. The Career Planning and Development Division trains students in communication skills, group discussions, aptitude, and technical interviews.
Placement Highlights:
Highest Package (2023): ₹22 LPA
Average Package: ₹4.5 LPA
Top Recruiters: Infosys, Cognizant, Wipro, Amazon, Accenture, Adobe, TCS, HCL, Tech Mahindra
Many students also get internships during their 2nd or 3rd year, which often convert into job offers.
Admission Process for Galgotias University
The admission process is simple and mostly online. Here's how to apply:
Visit the official website of Galgotias University
Register and fill the application form
Upload academic documents and pay the fee
Appear for GEEE (Galgotias Engineering Entrance Exam) if required
For some courses, admission is based on JEE, CUET, CLAT, CAT, or merit
Once selected, students receive an offer letter via email and can confirm their admission by paying the first-year fee.
International Collaborations
Galgotias University has signed MoUs with 100+ global universities in countries like the USA, UK, Australia, Canada, and Germany.
Students get opportunities for:
Semester Exchange
Dual Degree Programs
Global Internships
Research Projects with International Scholars
This helps students gain global exposure and compete in international job markets.
Campus Life at Galgotias University
The campus life at Galgotias University is vibrant and full of opportunities for learning, creativity, and leadership.
Clubs & Societies: Drama, music, dance, coding, photography, entrepreneurship
Annual Fests: G-Quasar (Cultural fest), Technical fest, Hackathons, Sports Meets
Hostel Facilities: Separate AC and non-AC hostels for boys and girls with mess, laundry, and Wi-Fi
Medical & Safety: 24x7 health care and security for all students
Cafeterias & Food Courts: Affordable and hygienic food options on campus
Students here experience a perfect mix of academics and fun!
Location & Connectivity
Galgotias University is located on the Yamuna Expressway in Greater Noida, just a few kilometers from the Noida-Greater Noida Expressway.
Well-connected to Delhi, Agra, and Ghaziabad
Nearest Metro Station: Pari Chowk (Aqua Line)
1-hour drive from Indira Gandhi International Airport
This peaceful and green campus offers an ideal environment for study and growth.
FAQs About Galgotias University:
❓ Is Galgotias University UGC approved?
Yes, it is UGC-approved and offers recognized degrees across disciplines.
❓ Does the university offer good placements?
Yes, it has a consistent placement record with top MNCs recruiting every year.
❓ Is hostel available on campus?
Yes, fully furnished hostels with all basic facilities are available for both boys and girls.
❓ What is the admission process?
You can apply online. Some courses require entrance exams like GEEE, JEE, CUET, or CLAT.
Final Words
If you are looking for a university that provides quality education, modern infrastructure, top placements, and international exposure, Galgotias University should be at the top of your list. It’s one of the best choices for students who want to build strong academic and professional careers.
Apply to Galgotias University today and step into a bright future!
If you need further information contact:
523, 5th Floor, Wave Silver Tower, Sec-18 Noida, UP-201301
+91 9711016766
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Boson Sampling: Using Light To Access Quantum Complexity

First Real-World Quantum Computing Image Recognition Milestone. From theory to practice, quantum computing has altered drastically. Okinawa Institute of Science and Technology Graduate University researchers first used boson sampling, a quantum computing method that has interested specialists for over ten years. This remarkable Optica Quantum finding enhances quantum computing and demonstrates how it can be used to build energy-efficient AI systems.
In particular, OIST researchers used quantum light particles to identify images, a process crucial to forensic investigation and medical diagnosis. Using only three photons, their unique technology enabled more effective quantum artificial intelligence.
Operating Boson Sampling to Solve Quantum Complexity Boson sampling, which exploits photons' quantum mechanical properties, is behind this achievement. Classical physics predicts bell-curve patterns from marbles dropped onto a pegboard. In contrast, photons exhibit wave-like interference and produce exceedingly intricate and unexpected probability distributions. This inherent complexity is used by Boson sampling.
Previous investigations have shown that classical computers struggle with boson sampling, but its applicability is still uncertain. Shows how their system's quantum complexity hides its surprise simplicity. Despite sounding complicated, the system is easier to use than most quantum machine learning models. A basic linear classifier just needs training in the last step, unlike quantum machine learning models that often require optimisation across numerous quantum layers.
From Laboratory Theory to Image Recognition Development
The researchers tested their quantum image identification method using handwritten numerals, complex Japanese characters, and numerous fashion items. Their quantum approach outperformed classical machine learning methods, and its advantage increased as the system size increased.
During operation, photons' quantum states encode simplified visual data. Researchers call this intricate optical network a quantum reservoir for photons. Photon wave-like interference creates rich, high-dimensional patterns in this reservoir. The system samples these quantum probability distributions to derive image categorisation information.
The key advantages of this novel quantum technique are:
Better accuracy than classical machine learning.
The quantum reservoir is adaptable and doesn't need image type customisation.
Training only at the final categorisation step streamlines learning.
Large-scale uses may save energy.
Comparing Quantum and Classical: Significant Performance Gain
The researchers completed crucial comparative experiments to prove its quantum technology works. Classical coherent light states were used for identical picture recognition testing. Quantum phenomena were responsible since the quantum version always outperformed the classical version.
“What’s particularly striking is that this method works across a variety of image datasets without altering the quantum reservoir,” said Quantum Engineering and Design Unit head Professor William J. Munro. This differs from many old techniques, which need data-type-specific customisation.
Despite using less processing power, the quantum system achieved accuracy comparable to more complex classical models. With its simple three-photon structure, the quantum technique performed as well as classical approaches needing vast amounts of computing.
Energy-efficient quantum AI is possible.
That the research could dramatically cut processing expenses is one of its most appealing qualities. Traditional classical approaches use large random matrices to map data into high-dimensional spaces. Instead, the quantum system uses much smaller optical circuits to achieve equivalent results.
The researchers found that their quantum approach scaled better than classical ones. The quantum advantage becomes more apparent as systems grow. Future large-scale AI applications require this scalability.
Realistic Limits and Prospects
Despite these impressive advancements, Quantum Information Science and Technology Unit leader Professor Kae Nemoto offers a balanced appraisal of the system's current scope. It warns: “This system isn’t universal; it can’t solve every computational problem to give it.” The team is excited to test it with more complex images, calling it a “significant step forward in quantum machine learning.”
The current work used computer simulations, however the underlying ideas are designed for genuine quantum devices. Their method requires only three photons, making it more viable for real-world use than quantum computing systems with hundreds or thousands of qubits.
This discovery led to quantum computer implementations from theoretical proof-of-concept experiments. Quantum AI could revolutionise image recognition in research, security, and medicine.
#Bosonsampling#artificialintelligence#quantumstate#machinelearning#quantummachinelearning#News#Technews#Technology#TechnologyNews#Technologytrends#Govindhtech
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Forensic Science E-Magazine (Feb-March 2024)
We proudly present the January issue (Vol 20) of your favourite magazine, Forensic Science E-Magazine. As usual, the current issue has helpful content related to forensic science. #forensicscienceemagazine #forensicscience #forensicfield #crimescene
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#Artificial Intelligence Technology and Forensic Science#blood identification tests and examination#document examination instrument#fingerprint detection tests and examination#forensic science and ai#forensic science e magazine#Forensic science Magazine 2024 jan#LIMS#mcq on questioned document#tridimensional facial reconstruction#vital role and diverse application of forensic imaging in forensic field
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Top Emerging Career Fields After 12th Science in 2025
The science stream is no longer limited to traditional paths like engineering or medicine. With technology evolving rapidly and industries transforming, there are many emerging career fields that offer exciting growth, global opportunities, and a strong future. If you’re a science student looking beyond the conventional, this blog will help you explore top futuristic career options after class 12 science stream 2025.

🚀 1. Artificial Intelligence & Machine Learning
AI and ML are driving change across industries—from healthcare to finance. Students with a PCM background can pursue B.Tech or B.Sc in AI, Data Science, or Computer Science and specialize in this field.
Career Roles:
AI Engineer
Machine Learning Developer
Robotics Programmer
Why It’s Promising: Demand is growing globally; salaries are high; AI is at the core of the future job market.
🌐 2. Data Science & Big Data Analytics
Data is the new oil. Companies need professionals who can interpret and derive insights from massive data sets. You can pursue B.Sc Data Science, BCA, or a B.Tech in IT/Data Analytics.
Career Roles:
Data Analyst
Data Scientist
Business Intelligence Expert
Why It’s Promising: Almost every industry—banking, retail, sports, healthcare—is data-driven.
🔬 3. Biotechnology & Genetic Engineering
For PCB or PCMB students, biotech is one of the fastest-growing industries globally. Courses like B.Tech in Biotechnology or B.Sc Genetics open doors in research, pharma, and agriculture.
Career Roles:
Genetic Engineer
Research Scientist
Clinical Lab Technologist
Why It’s Promising: Personalized medicine, food innovation, and biofuels are booming sectors.
🌱 4. Environmental Science & Sustainability
With rising awareness of climate change, careers in sustainability are in high demand. You can pursue B.Sc in Environmental Science, Climate Studies, or Environmental Engineering.
Career Roles:
Environmental Consultant
Sustainability Analyst
Climate Policy Advisor
Why It’s Promising: Governments and corporates are investing in eco-friendly solutions.
🧠 5. Neuroscience & Cognitive Science
Students interested in biology and the human brain can explore neuroscience. You can take up a B.Sc in Neuroscience or Psychology followed by specialization.
Career Roles:
Neuroscientist
Brain Imaging Specialist
Cognitive Researcher
Why It’s Promising: Mental health and neuro-technology are priority areas in medicine and research.
🛰️ 6. Space Science & Astrophysics
For those fascinated by the universe, a B.Sc or B.Tech in Space Science or Physics is a great starting point. ISRO, NASA, and private space agencies are opening new avenues.
Career Roles:
Astrophysicist
Satellite Engineer
Space Researcher
Why It’s Promising: The space tech race is growing; private players like SpaceX and Blue Origin are driving opportunities.
🧪 7. Forensic Science & Criminology
This is a perfect blend of science and investigation. You can pursue B.Sc Forensic Science or Criminal Psychology and work with law enforcement agencies.
Career Roles:
Forensic Analyst
Crime Scene Investigator
Cybercrime Expert
Why It’s Promising: Growing crime and cyber threats need scientific investigation skills.
🎓 Final Thoughts
Career options after class 12 science stream have a wealth of new-age career opportunities that go far beyond the traditional routes. The key is to:
Identify your interests and strengths
Seek professional career counselling
Stay informed about future industry trends
With the right guidance and timely action, you can build a career that is innovative, impactful, and future-proof.
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Choosing Your Academic Path: A Guide to Streams, Subjects, and Their Career Links
Choosing Your Academic Path: A Guide to Streams, Subjects, and Their Career Links (Focusing on the Indian Education System)
Choosing what subjects to study after your 10th standard (or equivalent) in India is a major decision. It can feel like you're standing at a crossroads, with different paths stretching out before you. Your choices here will significantly influence the career options available to you later.
At Youth Career Institute, we understand the importance of making an informed decision. This guide will walk you through the main academic streams in the Indian education system (primarily CBSE and State Boards), the key subjects within them, and the potential career links they offer. Let's navigate these paths together!
Understanding the Main Academic Streams
After completing your 10th standard, you'll generally need to choose one of the following streams for your 11th and 12th grades:
Science Stream: Often perceived as the gateway to technical and medical professions, the Science stream typically includes subjects like Physics, Chemistry, Biology (or Biotechnology), and Mathematics. You'll also usually have the option of an elective subject like Computer Science, Economics, or English.
Commerce Stream: This stream focuses on business, finance, and economics. Core subjects usually include Accountancy, Business Studies, Economics, and Mathematics (or an alternative like Informatics Practices). Elective options might include subjects like English, Legal Studies, or Entrepreneurship.
Arts (or Humanities) Stream: This stream encompasses a wide range of subjects related to social sciences, humanities, and languages. Common subjects include History, Political Science, Geography, Economics, English (or other languages), Sociology, Psychology, Philosophy, and more. The specific combinations can vary widely between boards and schools.
Exploring Key Subjects and Their Career Connections
Let's delve deeper into the core subjects within each stream and the types of careers they can lead to:
Science Stream
Physics: The study of matter, energy, and their interactions.
Career Links: Engineering (various branches like Mechanical, Electrical, Civil, Aerospace), Physics Research, Astronomy, Meteorology, Geophysics, Data Science, Software Development.
Chemistry: The study of the composition, properties, and reactions of matter.
Career Links: Chemical Engineering, Pharmacy, Medicine (through NEET), Biochemistry, Materials Science, Forensic Science, Environmental Science, Research and Development.
Biology (or Biotechnology): The study of living organisms and their processes. Biotechnology applies biological principles to create products and technologies.
Career Links: Medicine (through NEET), Dentistry, Pharmacy, Nursing, Biotechnology, Microbiology, Genetic Engineering, Biomedical Engineering, Agricultural Science, Environmental Science, Research.
Mathematics: The study of numbers, patterns, structures, and change.
Career Links: Engineering (all branches), Computer Science, Data Science, Actuarial Science, Finance, Economics, Statistics, Research, Teaching.
Computer Science/Informatics Practices: Focuses on the principles and application of computer systems and software.
Career Links: Software Development, Web Development, Data Science, Cybersecurity, Artificial Intelligence, Game Development, IT Management.
Commerce Stream
Accountancy: The practice of recording, classifying, and summarizing financial transactions.
Career Links: Chartered Accountancy (CA), Company Secretary (CS), Cost and Management Accountancy (CMA), Accountant, Auditor, Finance Manager, Investment Banking.
Business Studies: An introduction to the principles of business organization, management, and operations.
Career Links: Business Management, Marketing, Human Resources, Sales, Entrepreneurship, Retail Management, Operations Management.
Economics: The study of how societies allocate scarce resources.
Career Links: Economist, Financial Analyst, Banking, Insurance, Public Policy, Market Research, Civil Services, Teaching.
Mathematics/Informatics Practices: (As described in the Science stream, these subjects offer analytical and technical skills valuable in commerce-related fields).
Career Links (in Commerce): Finance, Data Analysis, Actuarial Science, Business Analytics.
Arts (or Humanities) Stream
History: The study of past events and their significance.
Career Links: Historian, Archaeologist, Museum Curator, Archivist, Journalist, Civil Services, Teaching, Heritage Management.
Political Science: The study of political systems, theories, and behavior.
Career Links: Civil Services, Journalism, Law, Political Analyst, International Relations, Public Policy, Teaching.
Geography: The study of the Earth's physical features, human populations, and their interactions.
Career Links: Urban Planning, Environmental Management, Cartography, Geographic Information Systems (GIS), Tourism, Disaster Management, Civil Services, Teaching.
Economics: (As described in the Commerce stream, Economics is also a popular and valuable subject in Arts).
Career Links: Economist, Civil Services, Journalism, Research, Public Policy.
English/Other Languages: The study of literature, grammar, and communication skills.
Career Links: Journalism, Content Writing, Translation, Interpretation, Teaching, Public Relations, Advertising, Literature, Linguistics.
Sociology: The study of society, social interaction, and social institutions.
Career Links: Social Worker, Counselor, Human Resources, Market Research, Civil Services, Teaching.
Psychology: The study of the human mind and behavior.
Career Links: Psychologist, Counselor, Therapist, Human Resources, Research, Marketing.
Philosophy: The study of fundamental questions about existence, knowledge, values, reason, mind, and language.
Career Links: Law, Journalism, Civil Services, Research, Teaching, Ethics Consulting.
Making the Right Choice for You
Choosing your academic path is a personal journey. Consider the following factors:
Your Interests: What subjects do you genuinely enjoy learning? You're more likely to succeed and stay motivated in areas that interest you.
Your Aptitude: What are you naturally good at? Consider your strengths in subjects like math, science, language, or analytical thinking.
Your Career Aspirations (Even if Tentative): While your first choice isn't set in stone, having some career ideas in mind can help you select a relevant stream. Research different careers and the educational qualifications they typically require.
Guidance from Teachers and Counselors: Talk to your teachers, school counselors, and career advisors at institutes like Youth Career Institute. They can provide valuable insights and help you understand the implications of your choices.
Don't Just Follow the Crowd: Choose a stream based on your own interests and abilities, not just because your friends are doing it or because of perceived social status.
Navigating these choices can feel overwhelming, but you don't have to do it alone.
At Youth Career Institute, we offer personalized career counseling to help students like you understand your strengths, explore different career options, and make informed decisions about your academic path.
Reach out to us today for guidance on choosing the right stream and subjects for a bright future!
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ITM University, Gwalior
In the expanding landscape of higher education in India, ITM University, Gwalior, stands as a beacon of academic excellence, innovation, and holistic development. Located in the historic city of Gwalior, Madhya Pradesh, ITM University offers a world-class educational environment, combining modern infrastructure with traditional values. With a strong emphasis on career-oriented programs, multidisciplinary learning, and student development, the university is steadily gaining national recognition.
Established in 2011 under the Act No. 18 of 2011 of the Madhya Pradesh State Legislature, ITM University Gwalior is a private university approved by the University Grants Commission (UGC) and other professional bodies like AICTE, BCI, COA, PCI, and NCTE.
About the University
ITM University is a part of the ITM Group of Institutions, which has been involved in education and training since the early 1990s. ITM Gwalior was founded with the mission to provide high-quality education across multiple disciplines and to prepare students to meet global professional and entrepreneurial challenges.
Spread across a lush green campus of over 165 acres, the university offers a conducive learning environment with excellent academic facilities, student-centric resources, and a strong focus on research and innovation.
Academic Schools and Programs
ITM University Gwalior offers a wide range of undergraduate, postgraduate, diploma, and doctoral programs through its various schools and faculties. These include:
1. School of Engineering and Technology
Offers B.Tech, M.Tech, and Ph.D. programs in:
Computer Science and Engineering
Civil Engineering
Mechanical Engineering
Electronics and Communication Engineering
Artificial Intelligence & Data Science
Electrical Engineering
2. School of Management
Offers BBA, MBA, and Ph.D. programs with specializations in:
Marketing
Finance
Human Resources
International Business
Entrepreneurship
3. School of Law
Provides integrated law degrees like BA LLB, BBA LLB, LLB, and LLM programs, all approved by the Bar Council of India (BCI).
4. School of Science
Offers B.Sc. and M.Sc. degrees in fields such as Physics, Chemistry, Mathematics, and Forensic Science.
5. School of Computer Applications
Provides BCA, MCA, and research-oriented programs in data science, cybersecurity, and information technology.
6. School of Architecture and Design
Offers B.Arch and B.Des programs approved by the Council of Architecture (COA), with a strong focus on creativity, design thinking, and sustainable development.
7. School of Life Sciences
Offers programs in Biotechnology, Microbiology, and related life sciences disciplines.
8. School of Nursing & Health Sciences
Includes nursing, physiotherapy, and paramedical programs with clinical training in partner hospitals.
9. School of Education
Offers B.Ed and M.Ed programs approved by NCTE.
Admission Process
Admissions at ITM University Gwalior are based on:
Merit in qualifying exams (10+2 or graduation)
National entrance scores (JEE Main, NATA, CLAT, CAT, MAT, etc.)
University-conducted entrance exams or interviews for certain programs
Application forms can be submitted online via the university’s official website. Scholarships and financial aid are available based on academic merit, sports achievements, or financial need.
Infrastructure and Campus Facilities
The ITM University campus is known for its state-of-the-art infrastructure, advanced labs, and student-friendly facilities. The campus is designed as an eco-friendly and self-sustained academic hub.
Key Features Include:
Smart classrooms with multimedia tools
High-tech laboratories for engineering, biotech, forensics, and computer applications
Well-stocked Central Library with digital resources and journals
Design studios and architecture labs
Research and Innovation Centers
Cafeterias, hostels, and health clinics
24x7 Wi-Fi-enabled campus
Transportation facilities across Gwalior and nearby areas
Faculty and Learning Approach
ITM University boasts a team of highly qualified faculty members, many of whom are Ph.D. holders, researchers, and industry veterans. The university emphasizes experiential learning, project-based training, industry exposure, and skill development.
Regular guest lectures, workshops, and industry visits are part of the academic experience. Faculty also guide students in research publications, patent filings, and startup incubation.
Research and Innovation
The university is deeply invested in research and development, encouraging both faculty and students to work on real-world problems.
Dedicated Research and Development Cell (RDC)
Regular participation in Smart India Hackathon, National Innovation Challenge
Support for patent filings, product development, and research publications
Innovation labs for AI, IoT, robotics, and renewable energy
Placements and Industry Interface
ITM University has a strong placement record, especially in engineering, management, and computer applications.
Top Recruiters Include:
TCS
Infosys
Wipro
Capgemini
HCL
Cognizant
JustDial
ICICI Bank
Byju’s
Mahindra
Amazon Web Services (via partners)
Placement Highlights:
Highest Package: ₹12 LPA
Average Package: ₹4–5 LPA
Internship support from first year onwards
Career development workshops and mock interviews
The Corporate Resource Center (CRC) plays a central role in organizing placement drives, industry talks, and job fairs.
Student Life and Campus Culture
ITM University offers a vibrant student life filled with activities, clubs, and events. Students are encouraged to take part in both academic and co-curricular pursuits.
Campus Activities Include:
Annual tech and cultural fests like KRONOS
Student clubs for drama, dance, coding, entrepreneurship, photography
National Service Scheme (NSS) and NCC units
Regular sports tournaments, yoga sessions, and fitness camps
The university promotes a balanced academic and social environment, making the campus life dynamic and engaging.
International Collaborations
To provide global exposure, ITM University has established collaborations with universities and institutions in:
USA
UK
Germany
Australia
South Korea
These partnerships facilitate student exchange programs, dual degree pathways, joint research, and online global certifications.
Conclusion
ITM University, Gwalior, stands out as a multidisciplinary institution committed to nurturing future leaders, innovators, and professionals. With its industry-aligned courses, modern infrastructure, emphasis on research, and global outreach, the university is shaping students to meet the challenges of the modern world.
Whether your interest lies in engineering, law, design, science, or healthcare, ITM University offers the right mix of academics, skill development, and campus experience. For students seeking a progressive and supportive environment in Central India, ITM University Gwalior is a promising choice.
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Top B.Tech IT Colleges in India: Your Pathway to a Thriving Tech Career
In today’s digital-first world, Information Technology (IT) is one of the most sought-after engineering streams. A B.Tech in IT opens doors to careers in software development, cybersecurity, data science, artificial intelligence, cloud computing, and much more. Choosing the right college is the first and most crucial step. If you're searching for the best B.Tech IT colleges, this article will guide you through top institutions known for academic excellence, infrastructure, and placement opportunities.
What is B.Tech in IT?
B.Tech in Information Technology focuses on the application of computer systems and software to manage and process information. The curriculum includes:
Programming languages (C, Java, Python, etc.)
Data Structures & Algorithms
Operating Systems
Networking & Cybersecurity
Web & App Development
Database Management
Cloud Computing and Big Data
Top B.Tech IT Colleges in India
1. Indian Institute of Information Technology (IIIT-Hyderabad, IIIT-Delhi, etc.)
Specialty: Focused curriculum, research-driven, cutting-edge technology integration
Placements: Google, Facebook, Microsoft, Amazon, and more
Why Choose: High ROI, startup incubation support, global exposure
2. Vellore Institute of Technology (VIT), Vellore
Reputation: One of India’s top-ranked private engineering universities
Program Highlights: IT specializations, industry-relevant coursework
Placements: Adobe, Cognizant, TCS, Infosys, Wipro, and tech startups
3. SRM Institute of Science and Technology, Chennai
Programs Offered: B.Tech IT with modern labs and global curriculum
Placement Strength: More than 600 companies participate annually
Extras: Research exposure and international exchange programs
4. Amity University, Noida
Known For: Industry-focused B.Tech IT course with skill-based training
Perks: Incubation centers, tie-ups with IBM, Oracle, Microsoft
Careers: IT services, analytics, software development, cyber forensics
5. Manipal Institute of Technology, Manipal
Legacy: Part of MAHE, one of India’s premier educational institutions
Program: Practical learning with real-world projects and coding culture
Job Opportunities: Regular placements with tech giants and core IT firms
6. Chandigarh University
Advantage: Fast-growing reputation, modern IT labs, certifications
Placement Stats: 700+ companies, high package offers
Course Highlights: AI, ML, Blockchain, and IoT modules integrated
Key Factors to Consider
When choosing a B.Tech IT college, look for:
Accreditation & Rankings (NAAC, NBA, NIRF)
Curriculum Updates as per industry trends
Placement Records and recruiter profiles
Research & Innovation Facilities
Certifications, Internships, and Exchange Programs
Career Opportunities After B.Tech IT
Graduates can pursue roles such as:
Software Developer
IT Analyst
Systems Engineer
Cloud Architect
Cybersecurity Analyst
Data Scientist
AI/ML Engineer
Conclusion
A degree from one of the top B.Tech IT colleges can pave the way for a successful and rewarding career in the fast-evolving tech world. Whether you aim to work with global tech companies, contribute to startups, or build your own product, the right education will be your strongest foundation.
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Top Online MSc Courses in India That Are Worth Your Time in 2025
Online education is growing fast in India. Many students and professionals are choosing online MSc courses to improve their skills. These programs offer flexibility and allow learners to study from home. You can attend lectures and finish tasks at your own pace. In 2025, the demand for online MSc degree programs is rising due to their practical focus and convenience.
Many Indian universities now provide MSc online courses across a wide range of subjects. These programs are designed by experienced faculty and are often supported by industry experts. Learners receive both theoretical and practical knowledge. The structure of online MSc courses also supports working professionals who want to upskill.
Here are some top online MSc courses in India for 2025:
Online MSc in Data Science This course covers topics like big data, machine learning, and data visualization. Many companies prefer candidates who have completed a strong online MSc degree in data science.
Online MSc in Artificial Intelligence Students learn deep learning, NLP, and robotics. It is a good option if you are interested in future technologies and want to explore the world of MSc online learning.
Online MSc in Cybersecurity The course offers knowledge in data protection, digital forensics, and ethical hacking. A cybersecurity online MSc degree may help you secure jobs in IT and government sectors.
Online MSc in Environmental Science This subject covers climate change, pollution control, and sustainable practices. An MSc online in this field supports roles in research and public policy.
Online MSc in Psychology This program helps you understand human behavior, emotions, and therapy methods. A MSc online in psychology fits people who want to work in HR, counseling, or teaching.
Most online MSc courses provide recorded lectures, doubt-clearing sessions, and real-world projects. Some universities offer placement help as part of the online MSc degree program. You may also interact with experts and batchmates from different locations.
Before selecting an MSc online course, make sure it matches your career path. Some programs are technical while others are research-based. It’s smart to check the content, teaching approach, and reviews before applying.
These online MSc courses are not just for full-time students. Many professionals now prefer an online MSc degree to boost their profile. You do not need to leave your job. You can manage both work and study.
Here are some tips to help you choose the right online MSc degree:
Make sure the course is UGC- or AICTE-approved
Review the complete syllabus
Look for flexible schedules and academic support
Compare fees and refund options
In 2025, online MSc courses are shaping the future of advanced learning. Whether you are starting fresh or growing your career, the right MSc online course can bring new opportunities. Choose wisely and take the next step in your academic journey with a trusted online MSc degree.
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