#aiml

[tomorrowwithme]

Are you aware of the recent situation in Assam? If yes, what is your opinion on it?

Hi, thanks for asking. By the recent situation in Assam, I assume, anon is asking about the eviction of over 600 families, most of whom are Bengali speaking Muslims, in the districts of Goalpara and Bongaigaon. It's difficult to answer within a Tumblr ask about such a complicated topic. In order to understand the situation, one needs to study the history of Assam, its districts and ethnic groups, its history (mainly the colonial and post-colonial period), post-partition political scenario, economics, migration patterns and its relation to East Pakistan and Bangladesh.

Let us skip the pre-medieval (cultural flow with the Shungas, Kushanas, Palas etc.) era and medieval period of the Ahoms, Kamarupis, Kochs, Kamatas, Kacharis, Jayantias, Nagas, Chutias, etc. and their conflicts with the Muslim Ghaznavids and the Mughals.

Let us focus on the British East India Company annexing Assam to Bengal province in its empire after the Anglo-Burmese War.

During the British colonial rule, the economic dynamics changed dramatically. Migration to and from the state occurred, and created new ethnic divisions of labour. I highly recommend you read the book Sons of the Soil by Myron Weiner. Then happened the partition of India. The All India Muslim League could not come to agreement with the Indian National Congress, there were of course the Two-Nation Theory which has its roots in the Aligarh Movement, "Ahl-i-Hadith" and "Ahl-i-Quran" movements and, ultimately, Shah Waliullah Dehlawi's ideology.

The bottom line was that the Mohammedans of the Indian subcontinent could not accept a Hindu majority rule, therefore Pakistan was formed. Violent pogroms preluded the partition and equally violent migrations across the newly drawn borders followed. This was a huge tragedy of India. Hindus lost chunks of their holy motherland, and subcontinent's Muslims too were at the crossroads when they lost their previous glory and place in the new world order.

Sylhet referendum, and partition of Bengal, millions of Hindus had to leave East Pakistan, following violent riots (1950s and 1964 anti-Hindu pogroms in East Pakistan were the most notable cases), and many settled in West Bengal as well as in Assam. The latter caused ethnic tensions between the Bengali Hindu refugees and some tribes of Assam, as both had to compete for same jobs and resources.

The situation wasn't helped when many Bengali speaking Muslims migrated to Assam for economic reasons. Under the rule of Muhammed Saadullah, many Bengali speaking Muslims were granted free land. During the rule of B.P Chaliha, the PIP act of 1962 was brought in as there were rising ethnic, religious and political tensions. During the 1964 Hazratbal riots when over 800,000 Hindus were forced to leave their homes and flee to India, this caused enmity in the border regions and deportation demands of Bengali speaking Muslim migrants in Assam. At the time, Pakistan's president condemned India heavily in the UN for attempting to deport Muslim migrants, while Indian representatives were sitting ducks in the UN. This situation kept inflaming tensions, Assam Agitation took place in the 1980s, violent clashes and separatism, Assam Accord by Rajiv Gandhi. Fast forward to this day. There are both ethnic and religious tensions still. Most people, who comment on Assam, believe that this is an anti-Muslim issue fuelled by BJP when it's not. Over the decades, there have been cases like the Silapathar massacre of Bengali Hindu refugees by tribals. Most social justice commentators always see Indian ethnic clashes through the lens that tribals are oppressed and Hindus are bad guys, so this Silapathar case might open up another perspective. Diffusing this complex ethnic conflict is a mammoth task. Assam as a state is extremely volatile, it was only recently (2020) that separatists such as ULFA laid down their weapons, thanks to current central governance.

Now, we come to the recent case. Apparently, mostly Bengali speaking Muslim migrants had encroached land that was not theirs in the first place. It is likely they will be given compensation as this has been the case previously too. The whole situation is of course extremely unfortunate. People suffering due to the long reaching shadow of history.

As a child of Bengali Hindu refugees, though, please don't ask me to feel for Bengali speaking Muslim migrants or support the likes of Maulana Bhashani. This is akin to asking a Congolese to feel for the Belgian refugees during the 1960 Congo crisis.

[rainlover789]

30/05/25

woke up late again at 10-11ish :\

caught up my teammate on everything I have done so far for the ml project

set up my notion to track marginal gains lol I really hate notion idk why I do this to myself. maybe it will be different this time?

reviewed operating systems for about 1.5h. btw maybe I should put it out in the universe: I am preparing for GATE examinations so I can pursue M.Tech. in data science / aiml :)

I finished reading the lost world yesterday!

📖 – wuthering heights by emily brontë

[sirtbhopal]

Future-Ready: AIML & CSCY Students of SIRT Bhopal Gain Real-World Insights at State Command Centre

Exploring the future of technology!✨🧑‍💻 Real-world learning! Students of AIML and CSCY Department, SIRT Bhopal visit State Command Centre for hands-on experience🧑‍💻

[clearqueenllama]

I have my machine learning final tomorrow and I'm officially losing it 😭😭

[simarjot3004]

Best Platform to Learn AI & ML: GraduVation

Want to build a career in Artificial Intelligence and Machine Learning? GraduVation offers a beginner-friendly and practical approach to mastering AI/ML skills.

Key Features & USPs:

🤖 Beginner to Advanced Curriculum – Covers Python, ML algorithms, AI tools & real-world applications

🧠 Project-Based Learning – Work on live AI/ML projects to gain hands-on experience

🎓 Certification & Career Support – Get certified and receive placement guidance

🧑‍🏫 Mentorship from Industry Experts – Learn directly from experienced data scientists

💸 Budget-Friendly Pricing – High-quality education with EMI options

🔁 Lifetime Access – Revisit content anytime, with updates on the latest AI trends

Conclusion: Graduvation is a smart choice if you want to learn AIML the right way — with real projects, expert guidance, and job-ready skills.

[rahulimarc]

Performance Analytics Market Growth

The global performance analytics market is experiencing phenomenal growth! Valued at USD 4.20B in 2024, it's projected to reach USD 16.37B by 2033, growing at a 15.51% CAGR. 🌎 With North America leading at a 37.7% share, key factors such as cloud adoption, AI/ML integration, and the push for data-driven decisions are driving this surge. As businesses aim to optimize customer experiences, reduce costs, and streamline operations, performance analytics is becoming essential.

[pythonjobsupport]

5 mistakes by data science engineers in AI/ML job interviews

5 common mistakes by data science engineers in job interviews Jargons Guess work Theoretical approach Domain knowledge … source

[mtouchlabpvt]

Transform your retail idea into a powerful mobile store with a professionally designed ecommerce app by MTouch Labs – a leading ecommerce app development company in India.Ecommerce Mobile App, Online Store App Development, MTouch Labs

[askobocareer]

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[abhimanyuit]

Understanding Neural Network Operation: The Foundations of Machine Learning

Neural networks are essential to the rapid advancement of artificial intelligence as a whole; self-driving automobiles and automated systems that can converse are only two examples. Neural networks enable technology to process information, learn from data, and make intelligent decisions in a manner comparable to that of humans. Taking a machine learning course in Coimbatore offers promising circumstances for aspiring individuals looking to progress in the sector, as industries worldwide embrace automation and technology. The foundation is the machine learning course in coimbatore at Xploreitcorp, where students learn both the basic and more complex ideas of neural networks while observing real-world situations.

2. What Terms Are Associated With Neural Networks?

Systems made up of neurons in discrete centers separated into layers are called neural networks. Traditional methods of task completion were replaced by automation as a result of technology advancements. Neural networks are a subset of machine learning that draws inspiration from the way the human brain functions. A basic neural network typically consists of an output component and an input layer with one or more hidden layers. Every network block, such as a neuron, assumes certain roles and edges before transmitting the results to the system's subsequent layer.

2. Neural Networks' Significance in Contemporary Artificial Intelligence

The intricacy and non-linear interactions between the data provide the fundamentals of neural networks for artificial intelligence. In domains like speech recognition, natural language processing (NLP), and even image classification, they outperform traditional learning methods. Neural networks are essential to any AI course given in Coimbatore that seeks to prepare students for the dynamic sector fostering their aspirations because of their capacity to learn and grow on their own.

FNNs, or feeding neural networks, are used for broad tasks like classification and regression.

Convolutional neural networks, or CNNs, are even more specialized for jobs involving the processing of images and videos.

Texts and time series data are examples of sequential data that are best suited for recurrent neural networks (RNNs).

Generative Adversarial Networks (GANs) are networks made specifically for creating synthetic data and deepfake content.

Coimbatore's top-notch machine learning courses give students several specialty options that improve their employment prospects.

4. Training and Optimization in the Acquisition of Knowledge by Neural Networks

A neural network must be trained by feeding it data and adjusting its weights, biases, and other parameters until the error is as little as possible. The following stages are used to complete the procedure:

In order to produce the output, inputs must be passed through the network using forward propagation.

Loss Analysis: The difference between the expected and actual results is measured by a loss function.

Backpropagation: Gradient descent is used in each layer to modify weight.

These ideas are applied in projects and lab sessions by students enrolled in Coimbatore's machine learning course.

5. Activation Functions' Significance

The task of deciding whether a neuron is active falls to activation functions. Among the most prevalent ones are:

For deep networks, ReLU (Rectified Linear Unit) performs best.

Sigmoid: Excellent for straightforward binary classification.

Tanh: Zero-centered, with a range of -1 to +1.

A well-chosen catalyst is essential for efficiency because, as is covered in Coimbatore AI classes, the activation function selection affects performance.

6. Neural Network Applications

The technology that underpin these fields are neural networks:

Healthcare: Image analysis of medications to diagnose illnesses.

Finance: Risk analysis and fraud assessment.

Retail: Making recommendations for customized accessories.

Transportation: Navigation in self-driving cars.

Joining the top machine learning course in Coimbatore is the greatest way to learn about these applications, as they are taught using real-world examples.

7. Difficulties in Creating Neural Networks

Despite its enormous potential, neural networks exhibit issues like:

When a model performs poorly on data it has never seen before but performs well on training data, this is known as overfitting.

Vanishing gradients: During gradient descent, the capacity to update weights is hampered by the loss of network depth. High computational cost: Requires a lot of training time and reliable hardware.

As taught in an AI course in Coimbatore, these and other challenges can be solved by employing techniques like batch normalization, regularization, and dropout.

8. Traditional Machine Learning vs. Neural Networks

When working with vast volumes of unstructured data, such as language, music, and photos, neural networks perform better than conventional machine learning methods like support vector machines and decision trees. They are also more effective in scaling data. This distinction is emphasized in each and every advanced machine learning course offered in Coimbatore to help students choose the best algorithm for the job.

9. What Is the Difference Between Deep Learning and Neural Networks?

Stratified learning is made possible by deep learning, a more complex subset of neural networks distinguished by the enormous number of layers (deep architectures) arranged within it. Because additional computer capacity enables the comprehension of more complex representations, networks function better with higher depth. Any reputable artificial intelligence course in Coimbatore covers differentiation in great detail because it is made evident and essential to understand.

In Coimbatore, why learn neural networks?

Coimbatore has developed into a center for learning as a result of the integration of new IT and educational technologies. Students who enroll in a Coimbatore machine learning course can:

Learn from knowledgeable, accomplished professors and experts.

Access laboratories with PyTorch and TensorFlow installed

Get assistance to help you land a job at an AI/ML company.

Do tasks that are in line with the industry.

Students enrolled in Coimbatore AI courses are guaranteed to be prepared for the workforce from the start thanks to the combination of theory instruction and industry involvement.

Final Remarks

Given that neural networks lie at the heart of artificial intelligence, the answer to the question of whether they are merely another trendy buzzword is usually no. Neural networks are essential for data professionals today due to the critical necessity to execute skills, particularly with applications ranging from self-driving cars to facial identification. If you want to delve further into this revolutionary technology, the best way to start is by signing up for a machine learning course in Coimbatore. With the right training and drive, your future in AI is assured.

👉 For additional information, click here.

✅ Common Questions and Answers (FAQ)

1. Which Coimbatore course is the best for learning neural networks?

The machine learning training provided by Xploreitcorp is the perfect choice if you are based in Coimbatore. It includes both the necessary theory and practice.

2. Does learning neural networks require prior programming language knowledge?

An advantage would be having a basic understanding of Python. To assist novices in understanding the fundamentals, the majority of AI courses in Coimbatore include a basic programming curriculum.

3. Are AI systems the only ones that use neural networks?

Yes, for the most part, but there are also connections to data science, robotics, and even cognitive sciences.

4. Which tools are frequently used to create neural networks?

The well-known neural network building tools TensorFlow, Keras, PyTorch, and Scikit-learn are covered in any top machine learning course in Coimbatore.

5. How much time does it take to become proficient with neural networks?

Mastery can be achieved in three to six months by participating in hands-on activities and working on real-world projects during a structured artificial intelligence course in Coimbatore.

[seobestpeers]

How AI is transforming Financial Services & Insurance Sector in the USA

Artificial Intelligence has become a game-changing tool, transforming the way each sector functions. And, the FinTech sector is no exception.

AI in FinTech is a terrific change witnessed. It has helped in automating customer service, detecting fraud in real time, managing customer information, and more.

In this blog, you will learn how AI has brought transformation in the insurance and financial services sector. Let’s dive in!

The Game Changer: AI In Financial Services

AI is reshaping the financial service sector by bringing efficiency to the work process. Let’s discuss how AI has reshaped the financial sector.

Automated Customer Service

Banks and other fintechs have adopted the chatbot feature in their online platforms. This integration allows them to serve their clients with 24/7 service for their queries without human intervention. Moreover, it also facilitates processing transactions and offers financial advice to customers.

Fraud Detection & Risk Management

Algorithms of AI are capable of detecting suspicious sources of transactions. This helps the system to learn about unknown and risky sources that can interfere with the client’s finances. AI helps detect these frauds and prevents customers from undergoing any kind of financial fraud.

Personalized Financial Planning

Robo-advisors are changing the way individuals manage their finances. AI analyzes a user’s financial objectives, spending patterns, and market trends to provide personalized investment strategies. These tools make financial planning more accessible and cost-effective for everyone.

AI’s Impact on the Insurance Sector

AI is transforming the way insurance firms evaluate risk, process claims, and engage with customers.

Quicker Claims Settlement

Claims settlement was once a time-consuming and paper-based process. Now, AI makes this process easier through image recognition, natural language processing, and data analysis.

Automating Underwriting

AI enables insurers to automate underwriting by analyzing huge amounts of data, such as IoT sensors, telematics, and even social media usage. This leads to accelerated, more precise policy issuance and premium determination. The real-time aspect of AI-driven underwriting also enables policies to be dynamically adjusted according to up-to-date risk profiles.

Customer Experience Enhancement

AI-powered chatbots direct customers through complex insurance products, help with renewals, and offer real-time updates. Virtual assistants minimize human agent requirements without compromising service levels. This enhances customer satisfaction and allows staff to focus on more complicated inquiries.

Benefits to Businesses and Consumers

The implementation of AI has obvious benefits:

Lower operation costs due to greater efficiency and automation.

Better personalization results in higher customer loyalty.

AI-powered insights enable improved decision-making and risk analysis.

Financial and insurance services are more easily accessed through mobile and digital channels.

Many institutions also integrate tools like the Django content management system to build secure, scalable, and AI-compatible platforms that support fast deployment and reliable user experiences.

Challenges and Considerations

While the advantages exist, bringing AI into integration is a challenge. Data privacy, bias in algorithms, and lack of transparency in decision-making raise ethical issues. Financial and insurance companies also have to deal with changing regulations to adopt the responsible use of AI.

The Future Outlook

AI will keep improving, particularly when integrated with other technologies such as blockchain, IoT, and 5G. Future insurance and financial services will be even more proactive, predictive, and customer-focused. In addition, AI can assist in bridging the financial inclusion gap by extending intelligent services to the underserved communities throughout the U.S.

Conclusion

AI is not merely a tech advantage anymore — it’s a business necessity. With AI-powered innovation, financial institutions and insurers in the USA are optimizing their operations and providing better experiences to their customers. With the technology continuing to mature, those who spearhead AI adoption will shape the future of finance and insurance.

Full-stack development companies like BestPeers can help you create AI models for your fintech business. Get in touch with them today to streamline your operations.

[rainlover789]

28/05/25

woke up at 9:30am :\

immediately got working on my summer ml project. today I explored and analysed the dataset. beginner stuff and reallyy fun

then I had lunch & went to the movies with my bff and her mum ❤️

at night, I uploaded my weekly progress report

I have been so upset lately. My heart just feels heavy. I also haven't been able to study at all since summer vacations started. Hopefully I can get some momentum going with this studyblr. I know learning makes me happy like nothing else.

📖 – the lost world by sir arthur conan doyle

[sirtbhopal]

Career with SIRT | Student Experience | SIRT Bhopal | Himakshi Thakre

Hear from Himakshi Thakre, a student of Sagar Institute of Research & Technology (SIRT) Bhopal, as she shares her career journey and experience with CSE in Cyber Security. SIRT is one of the top engineering colleges in Bhopal, MP, offering advanced courses in AIML, Cyber Security, and Business Systems. With top-notch faculty, modern infrastructure, and a focus on innovation, SIRT provides UG & PG engineering degrees, along with MBA & MCA programs, helping students shape a successful future.

[originalzenithsilhouette]

Artificial intelligence

Artificial Intelligence or AI is one of the latest technologies in current scenario. The technology empowers computers to replicate human intelligence. AI-powered applications automate business processes and operations to drive growth and efficiency.

We, at keylongsystems, believe in delivering the best-in-class performance to our clients by developing applications which specifically cater to their requirements and maximize their business. Our expertise extends to the entire range of AI technologies including Machine Learning, Natural Language Processing, Speech Recognition, computer vision and more. We design powerful solutions that integrate seamlessly with the client’s business model and fuel its growth in every way.

[nsemkekanews]

GRA doubles down on AI-ML to combat tax leakages

GRA doubles down on AI-ML to combat tax leakages … as former Finance Minister warns reforms alone are not enough By Joshua AMLANU & Ebenezer NJOKU The Ghana Revenue Authority (GRA) is stepping up its deployment of Artificial Intelligence (AI) and machine learning (ML) to plug persistent tax revenue leakages, as the nation seeks to build a more efficient and transparent fiscal system. This…

[simarjot3004]

Best Platform to Learn AI & ML in India

Want to build a career in Artificial Intelligence and Machine Learning? Graduvation.com offers a beginner-friendly and practical approach to mastering AI/ML skills.

Key Features & USPs:

🤖 Beginner to Advanced Curriculum – Covers Python, ML algorithms, AI tools & real-world applications

🧠 Project-Based Learning – Work on live AI/ML projects to gain hands-on experience

🎓 Certification & Career Support – Get certified and receive placement guidance

🧑‍�� Mentorship from Industry Experts – Learn directly from experienced data scientists

💸 Budget-Friendly Pricing – High-quality education with EMI options

🔁 Lifetime Access – Revisit content anytime, with updates on the latest AI trends

Conclusion: GraduVation is a smart choice if you want to learn AI & ML the right way — with real projects, expert guidance, and job-ready skills.