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TinyML Tutorial 2025: Build Low Power AI Models with TensorFlow Lite Micro

Introduction In recent years, the convergence of machine learning (ML) and the Internet of Things (IoT) has given rise to Tiny Machine Learning (TinyML), a paradigm that enables on-device inference on resource-constrained microcontrollers and edge devices. TinyML shifts intelligence from centralized cloud servers to the very edge of networks, unlocking new possibilities in privacy, latency, and energy efficiency. This article provides a comprehensive, in-depth exploration of TinyML its origins, core frameworks, optimization techniques, real-world applications, challenges, and future directions designed as a standalone primer for developers, researchers, and technology enthusiasts. What Is TinyML? Historical Context and Definition TinyML is broadly defined as the practice of running ML models on microcontrollers and low-power embedded systems, typically operating in the milliwatt (mW) power range or below. Historically, ML inference required significant computational resources, rel...

Read Explanation ⨠

A Starter Guide to Data Structures for AI and Machine Learning

Data structures are fundamental concepts in computer science that help organize and store data efficiently. In the context of AI and machine learning, understanding data structures is crucial because these fields often deal with large volumes of data that need to be processed and analyzed quickly. Here's a starter guide to some key data structures relevant to AI and machine learning: Arrays : Arrays are one of the simplest data structures, consisting of a collection of elements stored in contiguous memory locations. In AI and machine learning, arrays are often used to represent datasets, input features, or output predictions. Lists : Lists are similar to arrays but more flexible because they can dynamically resize. In Python, for example, lists can grow or shrink as needed, making them useful for managing datasets of varying lengths. Stacks : Stacks follow the Last In, First Out (LIFO) principle, where the last element added is the first one to be removed. Stacks are commonly used ...

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Neuroplasticity: The Modern Science of Ancient Sanskaras

In the pursuit of knowledge ( Gyan ), we often find that the most "cutting-edge" scientific discoveries are echoes of ancient wisdom. One of the most fascinating intersections today is between the neurological concept of Neuroplasticity and the Vedic concept of Sanskaras . While modern science explains the physical how of brain change, ancient wisdom provides the spiritual framework and ethical compass to direct that change toward a more purposeful, liberated, and enlightened life. 1. The Revolution of Neuroplasticity: A Brain in Constant Flux For much of the 20th century, the scientific community operated under the "Static Brain" dogma the rigid belief that the adult brain was "hard-wired" like a fixed computer circuit. It was taught that once you reached adulthood, your neural pathways were permanent, and your cognitive abilities could only decline. This deterministic view suggested that we were prisoners of our genetics, our early childhood traumas, ...

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DNA Data Storage: How Biology Will Solve the World's Data Crisis

We are running out of space. Not physical space, but digital space. We are currently living in the "Zettabyte Era." Every day, humanity generates approximately 328.77 million terabytes of data. By 2025, the global "datasphere" is expected to reach 175 zettabytes. From 4K videos, scientific datasets, and autonomous vehicle logs to the massive training models for Generative AI (like BharatGPT), our hunger for data is wildly outpacing our ability to store it. We are generating data faster than we can manufacture the hard drives to hold it. Traditional silicon-based storage (SSDs, HDDs) and magnetic tapes are hitting physical limits in terms of density and durability. They are fragile, temporary, and resource-heavy. Data centers are becoming massive energy drains, competing with entire cities for power grids. But nature solved this problem billions of years ago. Evolution has already perfected the ultimate storage medium: a microscopic, ultra-dense, and energy-neutral ...

Read Explanation ⨠

DSA to Development: A Complete Guide

Transitioning from a career in Data Structures and Algorithms (DSA) to software development can be a rewarding journey. Here's a complete guide to help you make the shift: Contents 1. Assess Your Current Skillset : - Evaluate your proficiency in DSA and coding skills. - Identify the programming languages you are comfortable with. 2. Choose a Development Path : - Decide whether you want to focus on web development, mobile app development, data science, or another area of software development. - Research the skills and technologies required for your chosen path. 3. Learn Programming Languages : - If you aren't already proficient, learn languages commonly used in your chosen field. For web development, this could be JavaScript, HTML, and CSS. 4. Version Control : - Understand version control systems like Git, which are essential for collaborative software development. 5. Build Projects : ...

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Top 5 Emerging Fintech Trends

The fintech sector is evolving rapidly, driven by advances in technology, changing consumer behaviors, and regulatory developments. Here are five emerging trends in fintech that are shaping the future of financial services: 1. Artificial Intelligence (AI) and Machine Learning (ML) in Finance AI and ML are transforming how financial institutions operate, enabling them to deliver more personalized and efficient services. Personalized Financial Advice : AI-driven tools can analyze an individual's financial history, behavior, and preferences to offer tailored investment or savings recommendations. Fraud Detection : AI systems are enhancing security by identifying unusual patterns in transactions, flagging potential fraudulent activities in real-time. Chatbots and Virtual Assistants : AI-powered chatbots are improving customer service by providing instant responses to queries, managing accounts, and guiding users through complex financial processes. 2. Embedded Finance Embedded financ...

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Generative AI for Scientific Discovery How AI is accelerating breakthroughs

Quick hook. What if algorithms could propose a new drug candidate, predict a protein’s 3-D shape , and run thousands of experiments in an automated lab all in the time it would take a human team to run a few? That is not sci-fi. Generative AI is already part of real scientific workflows in 2025, and this guide explains how , why , what works , what doesn’t , and how you can learn and experiment with these tools. 1. Plain-language definition: what is “generative AI for science”? Generative AI are machine-learning models that create they generate text, images, molecular graphs, 3-D structures, or even experimental plans instead of only classifying or labeling. In scientific discovery these models are used to: propose new hypotheses, molecules or materials; predict structures and behavior (e.g., protein folding); design experiments and optimize conditions; run closed loops with robots that execute experiments and feed back results. These systems don’t replace sc...

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Implementing Microservices with Python

A guide on building and deploying microservices using Python, including best practices, tools, and frameworks like Flask and FastAPI. Implementing Microservices with Python Microservices architecture has become a popular approach for building scalable and maintainable applications. It involves breaking down a large application into smaller, independent services that can be developed, deployed, and scaled independently. Python, with its rich ecosystem of libraries and frameworks, is an excellent choice for implementing microservices. This guide will explore how to build and deploy microservices using Python, with a focus on Flask and FastAPI. Why Microservices? Microservices offer several advantages over monolithic architectures: Scalability: Each service can be scaled independently based on its load. Maintainability: Smaller codebases are easier to understand, test, and maintain. Deployment: Services can be deployed independently, allowing for more frequent and safer deployments. Tec...

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Laravel backend development interview questions with answers

Intermediate & Advanced Level backend development interview Questions with Answers image credit to Nexora AI 1. What is the purpose of service providers in Laravel? Answer: Service providers are the central place for bootstrapping Laravel applications. They bind services into the service container . To create a service provider: php artisan make:provider MyServiceProvider Then, register it in config/app.php : 'providers' => [ App\Providers\MyServiceProvider::class, ]; Inside MyServiceProvider.php : public function register() { $this->app->bind('MyService', function () { return new \App\Services\MyService(); }); } 2. How does Laravel handle dependency injection? Answer: Laravel resolves dependencies automatically via the Service Container . Example: class UserController extends Controller { protected $userService; ...

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Programming Languages for Building Operating Systems

Building an operating system is a complex and low-level task, and the choice of programming languages is critical. Here are some of the programming languages commonly used for building operating systems: 1. Assembly Language : Assembly is the lowest-level programming language and is often the primary choice for OS development. It allows for direct control over the hardware and provides a level of detail required for an OS. 2. C: C is widely used in OS development due to its efficiency, low-level system access, and portability. Many parts of popular operating systems, like the Linux kernel, are written in C. 3. C++: While less common than C, C++ is used in some modern operating systems. It offers additional features like object-oriented programming and can be used for certain parts of an OS. 4. Rust: Rust has gained popularity for OS development, particularly for its memory safety features and performance. It provides low-level control without some of the pitfalls of C ...

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Laravel backend development interview questions with answers

Intermediate & Advanced Level backend development interview Questions with Answers image credit to Nexora AI 1. What is the purpose of service providers in Laravel? Answer: Service providers are the central place for bootstrapping Laravel applications. They bind services into the service container . To create a service provider: php artisan make:provider MyServiceProvider Then, register it in config/app.php : 'providers' => [ App\Providers\MyServiceProvider::class, ]; Inside MyServiceProvider.php : public function register() { $this->app->bind('MyService', function () { return new \App\Services\MyService(); }); } 2. How does Laravel handle dependency injection? Answer: Laravel resolves dependencies automatically via the Service Container . Example: class UserController extends Controller { protected $userService; ...

Read Explanation ⨠

DNA Data Storage: How Biology Will Solve the World's Data Crisis

We are running out of space. Not physical space, but digital space. We are currently living in the "Zettabyte Era." Every day, humanity generates approximately 328.77 million terabytes of data. By 2025, the global "datasphere" is expected to reach 175 zettabytes. From 4K videos, scientific datasets, and autonomous vehicle logs to the massive training models for Generative AI (like BharatGPT), our hunger for data is wildly outpacing our ability to store it. We are generating data faster than we can manufacture the hard drives to hold it. Traditional silicon-based storage (SSDs, HDDs) and magnetic tapes are hitting physical limits in terms of density and durability. They are fragile, temporary, and resource-heavy. Data centers are becoming massive energy drains, competing with entire cities for power grids. But nature solved this problem billions of years ago. Evolution has already perfected the ultimate storage medium: a microscopic, ultra-dense, and energy-neutral ...

Read Explanation ⨠

TinyML Tutorial 2025: Build Low Power AI Models with TensorFlow Lite Micro

Introduction In recent years, the convergence of machine learning (ML) and the Internet of Things (IoT) has given rise to Tiny Machine Learning (TinyML), a paradigm that enables on-device inference on resource-constrained microcontrollers and edge devices. TinyML shifts intelligence from centralized cloud servers to the very edge of networks, unlocking new possibilities in privacy, latency, and energy efficiency. This article provides a comprehensive, in-depth exploration of TinyML its origins, core frameworks, optimization techniques, real-world applications, challenges, and future directions designed as a standalone primer for developers, researchers, and technology enthusiasts. What Is TinyML? Historical Context and Definition TinyML is broadly defined as the practice of running ML models on microcontrollers and low-power embedded systems, typically operating in the milliwatt (mW) power range or below. Historically, ML inference required significant computational resources, rel...

Read Explanation ⨠

A Starter Guide to Data Structures for AI and Machine Learning

Data structures are fundamental concepts in computer science that help organize and store data efficiently. In the context of AI and machine learning, understanding data structures is crucial because these fields often deal with large volumes of data that need to be processed and analyzed quickly. Here's a starter guide to some key data structures relevant to AI and machine learning: Arrays : Arrays are one of the simplest data structures, consisting of a collection of elements stored in contiguous memory locations. In AI and machine learning, arrays are often used to represent datasets, input features, or output predictions. Lists : Lists are similar to arrays but more flexible because they can dynamically resize. In Python, for example, lists can grow or shrink as needed, making them useful for managing datasets of varying lengths. Stacks : Stacks follow the Last In, First Out (LIFO) principle, where the last element added is the first one to be removed. Stacks are commonly used ...

Read Explanation ⨠

Myco-tecture: Why Mushrooms Might Build Our First Martian Cities

When we imagine colonies on Mars, we usually picture a landscape dotted with sterile metal pods, rigid 3D-printed concrete domes, or inflatable Kevlar habitats. These visions rely on the architecture of industry hard, cold, and disconnected from life. But NASA scientists, synthetic biologists, and forward-thinking architects are currently exploring a stranger, squishier, and far more revolutionary alternative: growing our homes out of mushrooms. Welcome to the world of Myco-architecture , where biology replaces masonry and the buildings themselves are alive. The Logistics Nightmare: The Tyranny of the Rocket Equation The biggest hurdle to space colonization isn't lacking technology; it's weight. Launching materials into space is astronomically expensive due to the "tyranny of the rocket equation": to lift more mass, you need more fuel, which in turn adds more mass, requiring yet more fuel. Currently, it costs thousands of dollars to launch a single kilogram of payload...

Read Explanation ⨠

DSA to Development: A Complete Guide

Transitioning from a career in Data Structures and Algorithms (DSA) to software development can be a rewarding journey. Here's a complete guide to help you make the shift: Contents 1. Assess Your Current Skillset : - Evaluate your proficiency in DSA and coding skills. - Identify the programming languages you are comfortable with. 2. Choose a Development Path : - Decide whether you want to focus on web development, mobile app development, data science, or another area of software development. - Research the skills and technologies required for your chosen path. 3. Learn Programming Languages : - If you aren't already proficient, learn languages commonly used in your chosen field. For web development, this could be JavaScript, HTML, and CSS. 4. Version Control : - Understand version control systems like Git, which are essential for collaborative software development. 5. Build Projects : ...

Read Explanation ⨠

Generative AI for Scientific Discovery How AI is accelerating breakthroughs

Quick hook. What if algorithms could propose a new drug candidate, predict a protein’s 3-D shape , and run thousands of experiments in an automated lab all in the time it would take a human team to run a few? That is not sci-fi. Generative AI is already part of real scientific workflows in 2025, and this guide explains how , why , what works , what doesn’t , and how you can learn and experiment with these tools. 1. Plain-language definition: what is “generative AI for science”? Generative AI are machine-learning models that create they generate text, images, molecular graphs, 3-D structures, or even experimental plans instead of only classifying or labeling. In scientific discovery these models are used to: propose new hypotheses, molecules or materials; predict structures and behavior (e.g., protein folding); design experiments and optimize conditions; run closed loops with robots that execute experiments and feed back results. These systems don’t replace sc...

Read Explanation ⨠

Top 5 Emerging Fintech Trends

The fintech sector is evolving rapidly, driven by advances in technology, changing consumer behaviors, and regulatory developments. Here are five emerging trends in fintech that are shaping the future of financial services: 1. Artificial Intelligence (AI) and Machine Learning (ML) in Finance AI and ML are transforming how financial institutions operate, enabling them to deliver more personalized and efficient services. Personalized Financial Advice : AI-driven tools can analyze an individual's financial history, behavior, and preferences to offer tailored investment or savings recommendations. Fraud Detection : AI systems are enhancing security by identifying unusual patterns in transactions, flagging potential fraudulent activities in real-time. Chatbots and Virtual Assistants : AI-powered chatbots are improving customer service by providing instant responses to queries, managing accounts, and guiding users through complex financial processes. 2. Embedded Finance Embedded financ...

Read Explanation ⨠

React interviews questions and answers with code

React Interview Preparation: Best Questions, Best Answers, and Sample Code 1. What are the differences between functional and class components in React? Answer : Functional components are simpler and mainly focus on rendering UI, while class components provide more powerful features like state management and lifecycle methods . In recent versions of React, hooks ( useState , useEffect ) enable functional components to use state and lifecycle features without needing to be classes. // Functional Component function FunctionalComponent(props) { const [count, setCount] = useState(0); return ( <div> <p>Count: {count}</p> <button onClick={() => setCount(count + 1)}>Increment</button> </div> ); } // Class Component class ClassComponent extends React.Component { ...

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Data Analysis and its Future

Data analysis is the process of inspecting, cleaning, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision- making. Data analysis has multiple facets and approaches, encompassing diverse techniques under a variety of names, in different business, science, and social science domains. Data analysis often employs statistical and mathematical methods, but it also includes techniques such as machine learning and artificial intelligence. The goal of data analysis is to extract knowledge from data in order to make better decisions. Data analysis is a rapidly growing field, driven by the increasing availability of data and the development of new data analysis techniques. The future of data analysis is bright, with the potential to revolutionize many industries. What is Data Analysis? Data analysis is the process of extracting knowledge from data. It involves collecting, cleaning, organizing, and analyzing data to ide...

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