Aniket Chauhan

Age and knowledge should grow together.

3

🎉 Thrilled to Announce a New Achievement! 🎉 I’m excited to share that I’ve completed the 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗗𝗲𝘀𝗶𝗴𝗻 𝗮𝗻𝗱 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝗦𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻, offered by the University of Alberta. The experience has been truly transformative, providing valuable insights into designing robust and scalable software systems. Here’s a glimpse of what I’ve learned: 𝗢𝗯𝗷𝗲𝗰𝘁-𝗢𝗿𝗶𝗲𝗻𝘁𝗲𝗱 𝗗𝗲𝘀𝗶𝗴𝗻: • Developed a strong foundation in object-oriented analysis and design (𝗢𝗢𝗔𝗗), focusing on how to approach complex problems by breaking them down into modular, reusable components. • Learned how to design with responsibilities in mind, ensuring that each class or component has a clear role and purpose. • Practiced applying 𝗚𝗥𝗔𝗦𝗣 (𝗚𝗲𝗻𝗲𝗿𝗮𝗹 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗔𝘀𝘀𝗶𝗴𝗻𝗺𝗲𝗻𝘁 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗣𝗮𝘁𝘁𝗲𝗿𝗻𝘀) 𝗽𝗿𝗶𝗻𝗰𝗶𝗽𝗹𝗲𝘀, such as Information Expert, Creator, Low Coupling, and High Cohesion, to create well-structured software systems. • Understood how to manage relationships between classes, ensuring systems remain flexible and adaptable to change. 𝗪𝗼𝗿𝗸𝗶𝗻𝗴 𝘄𝗶𝘁𝗵 𝗗𝗲𝘀𝗶𝗴𝗻 𝗣𝗮𝘁𝘁𝗲𝗿𝗻𝘀 & 𝗔𝗻𝘁𝗶-𝗽𝗮𝘁𝘁𝗲𝗿𝗻𝘀: • Explored essential design patterns, such as Strategy, Composite, Chain of Responsibility, and Template Method, understanding how these patterns provide proven solutions to common design challenges. • Studied anti-patterns, which are solutions that may seem beneficial but often lead to more problems in the long term, such as the 𝗣𝗿𝗶𝗺𝗶𝘁𝗶𝘃𝗲 𝗢𝗯𝘀𝗲𝘀𝘀𝗶𝗼𝗻, 𝗦𝗵𝗼𝘁𝗴𝘂𝗻 𝗦𝘂𝗿𝗴𝗲𝗿𝘆 and 𝗦𝗽𝗲𝗰𝘂𝗹𝗮𝘁𝗶𝘃𝗲 𝗚𝗲𝗻𝗲𝗿𝗮𝗹𝗶𝘁𝘆. Learning how to identify and avoid these pitfalls has been a key takeaway. • Developed the ability to refactor code effectively to resolve anti-patterns and improve system design. 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲: • Explored various styles such as n-tier, Layered, Microservices, and Event-Driven Architectures. • Learned how to make design decisions based on trade-offs in performance, scalability, and security. • Mastered the art of designing high-level architectures that align with business goals and technical constraints. 𝗦𝗲𝗿𝘃𝗶𝗰𝗲-𝗢𝗿𝗶𝗲𝗻𝘁𝗲𝗱 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 (𝗦𝗢𝗔): • Dived into the principles of SOA, learning how to build scalable, loosely coupled systems that enable seamless integration across services. • Gained insights into RESTful services, SOAP, and how to design services that communicate efficiently over networks. • Explored the importance of service orchestration and governance in large-scale systems. This specialization has significantly enhanced my ability to design and architect software that is both scalable and maintainable. Big thanks to Coursera for providing such a well-rounded learning experience! #SoftwareArchitecture #ObjectOrientedDesign #DesignPatterns #AntiPatterns #SOA #ContinuousLearning #CourseraSpecialization #SoftwareDevelopment #ScalableSystems #UML

61

14 Comments

On 26th we had our first #build2learn session at Saama. Tamil Arasan Ph.D. and team were really helpful and took care of everything for making sure the event went well. I wanted to share, in a series of posts the stories that are cooking at Build2Learn. Allow me to take you through just how much can be done in 3 hours. MicroProduct #1 Where the sun at? An app to help people decide which side of the bus to sit on so that they get the least amount of sunlight on their face. The more you think about this problem statement, the more complex it gets. Loads of physics words were exchanged that went over my head. In the below image the yellow side of the app tells you which side the sunlight will be, so you should sit on the right, in the below example. If you want to be a part of our next event and make your own stories with people who love building things just like you - Join the group https://lnkd.in/gBUskjMT

130

1 Comment

It's disheartening to hear about Dunzo‘s recent challenges, as the company has become a verb in everyday language,synonymous with quick and convenient delivery within the city. However, I believe there is still an opportunity for a turnaround. From my perspective, Dunzo can explore to leverage its existing strengths in last-mile delivery can expand into the pharmaceutical sector and tap into this market with significant growth potential. However, it's important to carefully consider the regulatory requirements and invest in the necessary infrastructure and expertise to ensure successful operations. With enough Market research there can be multiple ways it can approach this e-commerce Pharmaceutical world. But few approaches on top of my mind are : Prescription Delivery: * Partner with pharmacies: Collaborate with local pharmacies to offer prescription delivery services. * Temperature-controlled logistics: Ensure proper handling and storage of temperature-sensitive medications. * Obtain necessary licenses: Obtain the required licenses and certifications to operate in the pharmaceutical sector. * Adhere to regulations: Comply with all relevant regulations and standards related to pharmaceutical delivery. * Partner with healthcare providers: Collaborate with hospitals, clinics, and nursing homes to deliver medical supplies and equipment. Kabeer Biswas #dunzo #pharmaceuticaldelivery #ecommerceindia #lastmiledelivery

19

2 Comments

𝙎𝙔𝙉𝘾𝙃𝙍𝙊𝙉𝙄𝙕𝘼𝙏𝙄𝙊𝙉 - 𝙇𝙞𝙠𝙚 𝙈𝙪𝙡𝙩𝙞𝙥𝙡𝙚 𝘾𝙤𝙤𝙠𝙨 𝙐𝙨𝙞𝙣𝙜 𝙩𝙝𝙚 𝙎𝙖𝙢𝙚 𝙋𝙖𝙣 👩‍🍳👨‍🍳 🧠 𝐉𝐚𝐯𝐚 𝐁𝐮𝐟𝐟𝐞𝐭 : Day 3 of #30DaysOfJava Imagine a restaurant has multiple cooks working on different dishes—one making rice, another preparing sabzi, and a third working on dessert. The catch? They all have to use the same pan! Now, if they aren’t coordinated, one cook might accidentally add salt to the dessert or sugar to the sabzi—total chaos! In Java, this is where synchronization comes in. Synchronization ensures that only one cook (or thread) can use the pan (shared resource) at a time. It prevents things from going wrong, like adding the wrong ingredients or burning food while everyone fights for control of the pan. Without synchronization, these cooks could interfere with each other, leading to unpredictable results—just like in Java when threads access shared resources at the same time without coordination. Synchronization keeps things organized, making sure each cook gets their turn with the pan, and the right dish comes out perfectly. 📌 Key Takeaway: Synchronization in Java is like having multiple cooks share the same pan. It ensures that only one cook uses the pan at a time, preventing mix-ups and ensuring the meal is delicious! Thoughts on the analogy ? #java #oracle #opportunity #referrals

23

9 Comments

🌟 Feature Suggestion for Zepto: Enhancing the Delivery Experience 🌟 First of all, kudos on redefining ultra-fast grocery delivery! 🚴‍♂️🍎 Your commitment to speed and customer satisfaction has been a game-changer in the industry. I have a small suggestion that I believe could further enhance the customer experience: 👉 Adding a "Live Location Tracking" feature for delivery riders. This feature would allow customers to monitor the real-time location of their orders, providing: ✔️ Transparency: Builds trust by letting customers know exactly where their delivery is. ✔️ Convenience: Helps customers better plan their time, especially for quick deliveries. ✔️ Reduced Customer Support Queries: Fewer "Where is my order?" inquiries. Many leading delivery platforms have successfully implemented this, and I feel you could easily adopt this as well! Looking forward to seeing you, for continue to innovate and set benchmarks in customer-centric service. 😊 #Zepto #CustomerExperience #Innovation #LiveTracking

15

Valuable advice of Rakesh Jhunjhunwala!

2

𝐕𝐎𝐋𝐀𝐓𝐈𝐋𝐄 𝐊𝐄𝐘𝐖𝐎𝐑𝐃 - 𝙆𝙚𝙚𝙥𝙞𝙣𝙜 𝙩𝙝𝙚 𝙆𝙞𝙩𝙘𝙝𝙚𝙣’𝙨 𝙍𝙚𝙘𝙞𝙥𝙚 𝙑𝙞𝙨𝙞𝙗𝙡𝙚 𝙩𝙤 𝘼𝙡𝙡 𝘾𝙤𝙤𝙠𝙨 📜 🧠 𝐉𝐚𝐯𝐚 𝐁𝐮𝐟𝐟𝐞𝐭 : Day 7 of #30DaysOfJava (Extending analogy of Post 3 : https://lnkd.in/g3uBywUN) Imagine a recipe taped to the wall in a busy kitchen. Every cook checks this recipe to know what’s needed next. But what if some cooks memorize the recipe and don’t bother checking for updates? If one cook makes a change, like adding a new step or ingredient, but others continue following the old recipe from their memory, the dishes will turn out wrong. This is exactly what happens with threads in Java when they rely on their local copies of variables. In Java, the volatile keyword ensures that threads don’t use outdated, cached values. Instead, they always read the latest value from memory. It’s like making sure every cook checks the recipe on the wall, so they don’t follow an old, memorized version when the recipe has been updated. 📌 Key Takeaway: The volatile keyword tells threads they must always read the latest value from memory, not rely on old, cached copies—just like cooks who need to check the updated recipe rather than rely on memory. Thoughts on the analogy ? #java #Oracle

16

4 Comments

🌟 Introducing Trip Mate 🌟 I'm excited to share Trip Mate - an innovative travel planning solution developed by my team, SaiDuck, along with Taufique Ansari, Dipanshu Ghime, and Himanshu Goyal! Discover Trip Mate: Trip Mate offers a unique blend of advanced technologies to enhance your travel planning experience. Key Features: Image Classification Model: Powered by TensorFlow, our image recognition system allows users to upload photos of desired destinations. Instantly, our AI identifies landmarks and provides insightful information about the places captured. Chatbot with Sentiment Analysis: Our chatbot, utilizing NLP and BERT, serves as a knowledgeable travel advisor. Engage in natural language conversations, ask questions about destinations, and receive spoken responses. We've integrated sentiment analysis to ensure positive interactions. AI Travel Planner: Leveraging the Gemini API, our travel planner assists users in crafting personalized itineraries. Receive recommendations for attractions, accommodations, and dining options based on your preferences. Booking via Fetch AI: Seamlessly book travel arrangements with our Fetch AI agent. Whether it's flights or accommodations, our AI streamlines the booking process, saving you time and effort. In addition, I created a YouTube video explaining everything I discovered during the hackathon about Fetch.ai, including how to develop agents, and services, and utilize DeltaV with them. Here is the link to the YouTube video: https://lnkd.in/dMASChKU Dynamic UI with Three.js: Our user-friendly interface, powered by Three.js, offers a dynamic and immersive experience. Interact with 3D elements and navigate through travel options effortlessly. Discover a smarter way to plan your travels with Trip Mate! Connect with us to learn more about Trip Mate and its exciting features! #Hackathon #Recursion5.0 #TravelTech #AI 🚀🌍✈

46

2 Comments

🚀 Completed the Featurization, Model Selection, and Tuning (FMT) Project! 🧠 In the FMT project, I tackled the complexities of a semiconductor manufacturing process by applying advanced machine learning techniques. This journey involved: 🔍 Data Cleansing & Feature Engineering: Removed noise and irrelevant features, ensuring a cleaner and more efficient dataset for model training. 📊 Exploratory Data Analysis (EDA): Conducted in-depth analysis to uncover patterns and relationships, laying the groundwork for effective model building. 🤖 Model Training & Optimization: Experimented with multiple supervised learning models, fine-tuned them with cross-validation, and enhanced performance through dimensionality reduction and target balancing. 🎯 Model Selection & Deployment: Evaluated various models, selected the best-performing one, and prepared it for deployment. This project sharpened my skills in building robust ML pipelines and optimizing models for real-world applications. Excited to apply these learnings to future challenges! #MachineLearning #DataScience #Semiconductor #ModelTuning #FeatureEngineering #AI #TechInnovation

26

3 Comments

Hotstar's Architecture to crunch 5 Billion Emojis from 55.83 Million users (ICC Cricket World Cup 2019) # Non Functional Requirements - Scalability - Low latency - Data loss in rare scenarios is acceptable - High concurrency # Low Level Design - Mobile clients send user’s submitted emojis via HTTP API - Message is written to a local buffer and a success response is send to clients (data loss can occur here) - They use Golang's Goroutines and Channels to asynchronously write messages from local buffer to Kafka in 500ms interval with 20000 as maximum messages sent to Kafka broker in a single request. - They use Spark streaming job to consume a stream of data from Kafka ---> computes aggregates over a batch of 2 seconds ---> writes computed data to another Kafka queue. - Kafka consumer will read the aggregated data ---> perform data normalization ---> send top emojis to PubSub. - PubSub (a real-time messaging infrastructure at Hotstar) will send top emojis to users The system is extended to build the Voting feature Shout out to the Author, Dedeepya Bonthu # Reference and Image Credit - highscalability .com/capturing-a-billion-emo-j-i-ons/ #SystemDesign #architecture #scalability --- Understanding the First Principles is the key to Effective Learning! 🔔 Follow Kamran to Improve System Design Skills

288

29 Comments

Here are some strong reasons to choose 𝐏𝐥𝐚𝐲𝐰𝐫𝐢𝐠𝐡𝐭 for your 𝐞𝐧𝐝-𝐭𝐨-𝐞𝐧𝐝 𝐭𝐞𝐬𝐭𝐢𝐧𝐠 needs: ➡ Playwright offers built-in support for 𝐩𝐚𝐫𝐚𝐥𝐥𝐞𝐥 𝐭𝐞𝐬𝐭𝐢𝐧𝐠, enhancing test efficiency. ➡ It features 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐜 𝐰𝐚𝐢𝐭𝐢𝐧𝐠, reducing the need for manual wait handling. ➡ 𝐇𝐞𝐚𝐝𝐥𝐞𝐬𝐬 𝐛𝐫𝐨𝐰𝐬𝐞𝐫 𝐭𝐞𝐬𝐭𝐢𝐧𝐠 is fully supported, making it perfect for CI/CD pipelines. ➡ With its 𝐦𝐮𝐥𝐭𝐢𝐩𝐫𝐨𝐜𝐞𝐬𝐬 𝐚𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞, Playwright allows parallel execution across different browsers or within the same browser, using separate browser contexts. As Playwright leverages 𝐂𝐡𝐫𝐨𝐦𝐞 𝐃𝐞𝐯𝐓𝐨𝐨𝐥𝐬 𝐩𝐫𝐨𝐭𝐨𝐜𝐨l as compared to other testing tools, we can use 𝐝𝐞𝐯𝐢𝐜𝐞 𝐞𝐦𝐮𝐥𝐚𝐭𝐢𝐨𝐧 𝐜𝐚𝐩𝐚𝐛𝐢𝐥𝐢𝐭𝐢𝐞𝐬 that we have in browsers to stimulate 𝐝𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐭 𝐬𝐜𝐫𝐞𝐞𝐧 𝐬𝐢𝐳𝐞𝐬 𝐚𝐧𝐝 𝐮𝐬𝐞𝐫 𝐚𝐠𝐞𝐧𝐭𝐬 and see how your web page looks and take 𝐬𝐜𝐫𝐞𝐞𝐧𝐬𝐡𝐨𝐭𝐬. Please check the link in the comments to learn about the disadvantages of using Playwright by Parul Rana #Playwright #e2e #testing #react #reactjs

4

2 Comments

How bigbasket builds customer-centric solutions explained by Sarat Buddhiraju, the Chief Architect at bigbasket.com. Check out the insightful video to learn how to approach tech stack additions and ensure organizational success. Discover the key concepts of frugality, flexibility, scalability, and responsiveness to create efficient systems like those at Big Basket. Watch the video here: https://lnkd.in/gtWFRdwE #TechStack #CustomerCentricity #Frugality #Scalability #systemdesign #devopsmindset #devopsculture #LIVideo

39

#MondayMotivation: Dream Big, Work Even Bigger This weekend, I had the privilege of witnessing the incredible Diljit Dosanjh (great punjabi singer & artist) perform for 54,000 people at Vancouver's BC Place stadium. Coming from a small village in Punjab, his relentless hard work and determination have made him a global sensation, with collaborations reaching across continents. Watching him captivate such a massive crowd for hours on end was truly inspiring. It made me realize that with the right mindset, anything is possible. I am motivated and inspired to impact lives of as many people as possible and maybe one day get to connect with thousands of people in the very same BC Place stadium. Here's what we can learn from Diljit Dosanjh's story: - Embrace your roots: Diljit never forgets where he came from. His music and persona reflect his Punjabi heritage, making him relatable and authentic. - Passion is fuel: His love for music and performing is undeniable. Find what ignites your passion and pursue it relentlessly. - Aim high, work higher: Diljit sets ambitious goals and puts in the effort to make them a reality. - Hone your craft: Diljit has dedicated himself to developing his singing and acting skills. Consistent practice is key. - Connect with your audience: His sincerity and charisma form a bond with his fans. Build genuine connections in your own field. Let's not just dream big and sit idle. Like Diljit, let's turn our dreams into action! 💪 What are you channeling your energy towards this week? #DiljitDosanjh #Inspiration #HardWork #PersonalDevelopment

40

Our democracy is feudalism + Right to adult franchise. A leader can block as much fast moving traffic in Mumbai suburbs for some road show. Outcome, thousands of not millions are trapped in traffic for 5 hours. - A police officer can hit general public at its will even if he demand legitimate things -Without corruption no government work is possible. -After paying close to 40% tax on purchase of a Mid Size SUV, you can’t escape the vicious cycle of pothole roads. - You become Neta, Babu or contractor. You are set for entire life without any work and accountability. - Judicial Inconsistency is sine qua non virtue of Indian judiciary. Where jurisprudence vary as per your power and money. - Everyone looks down on other in term of social capital which derives its worth from money and muscle power. - country not able to build single city which is liveable. Fully blackpilled can’t see any hope of improvement as I am watching election discourse. 

4

Ola Uber Namma Yatri Here is my take on intercity transport aggregators.Even though apps look good and same ,customer retention is not there.Because as a customer if my preferred choice is no one,I will compare multiple apps and choose which I want at cheapest.Because company think only software solve issues.But it is customer experience drive into good will and revenue not just software (overrated).Found that only Namma Yatri came with innovation in business model.But it's matter of days to copy it.I think Main edge for service company is customer experience as company depends on customer in the end.Vimal Kumar Magizhan Selvan sir,Thank you so much for building commission free app. I researched about your issues Namma yatri should not think only about drivers ,I read all cases here from customer side My opinion in order to succeed, Differentiating-market positioning 1) 0 tolerance should be there on drivers misbehaviour, bad habits while driving with customer in auto. 2) video camera should be always on in auto when booked 3) Tip should not be forced to book app on customer as drivers already earning so much as company charging only 2% .To tackle this ,we can refund tip money or start company owned auto to control. Because once customer scared or face terrible experience ,he wont come 5) Giving oppurtunity to women which is happening already 6) Starting intercity b2b, b2c  logistics for new revenue stream. 7)  concentrating on intercity tourism packages.  Namma Yatri have more chances to win .As a customer, I hate chalta hai attitude from companies . This is customercases query URL https://lnkd.in/ggkvPrCD #customerexperience #growth

2

1 Comment

LLD of a frequently asked interview question -> Parking Lot This application is designed to streamline operations at parking facilities, specifically for staff at ticket counters. It caters to parking lots with multiple entry and exit points, potentially requiring several counters to manage available spaces and vehicle information. Key Features -> 1) Parking Space Recommendation: Assists drivers in finding an available space upon arrival. 2) Ticket Generation: Creates a parking ticket for vehicles entering the facility. 3) Payment Processing and Receipt Issuance: Calculates parking fees upon vehicle exit, generates a receipt, and processes payment. Additional Considerations -> 1) Distributed System for Multiple Entry/Exit Points: The system can handle concurrent bookings and checkouts across various ticket counters. 2) Persistent Data Storage: Vehicle information is securely stored for retrieval, auditing, and recovery purposes. 3) Performance and Availability: The application is optimized for quick ticket issuance and checkout processes to minimize wait times. 4) Data Consistency: The system ensures data accuracy with either eventual consistency (updates eventually reflect across all counters) or strong consistency (all counters have the same data at all times) depending on application needs and limitations. (P.S: Click on the image to enlarge it or download and view it for better) #systemdesign #engineering #interviews

60

2 Comments

The Power of stories ! Today is Diwali – the festival of light! Wishing you all happiness, good health, prosperity and free from sufferance.   On this occasion of Diwali, we reflect on the enduring ideals of Shri Ram whose stories have inspired humanity for generations. The stories of gods not only resonate with our human values since time immemorial but also serve as a testament to the transformative power of storytelling. Talking about stories, Yuval Harari my favourite author eloquently explores in his book “Homo Sapiens” about the pivotal role stories have played in shaping the multitudes of intersubjective realities –shared beliefs and understandings that bind 8 billion minds shaping our social & economic order. When we reflect for a moment about concepts like religion, currencies, bond & equity markets, hierarchies, country boundaries and so many such shared realities – it reminds us they do not exist outside human minds. Yet they command a lion’s share of human’s every waking moment! They may or may not be truth (like laws of motion, conservation of energy, mountains) but we patronize and support those realities – live and die for them.             Yuval Harari’s new book - “Nexus – A brief history of human networks since bronze age till the age of AI” is another refreshing and thought-provoking work underlining how intersubjective realities continue to create powerful large-scale information networks which shape our social and economic fabric. Up until now, these stories have been through humans. I wonder as in the book how far are we away when our new intersubject realities are collaboratively shaped by Humans + algorithms.   As a piece to reflect, I asked my new-found AI friend (using real time voice) to translate my Diwali Wishes to you all in Sanskrit! Here is what It transcribed for me (verbatim) giving me two options and honestly I was pleasantly surprised on how close it could get and how far we have progressed.     सर्वे भवन्तु सुखिनः सर्वे सन्तु निरामयाः। सर्वे भद्राणि पश्यन्तु। मा कश्चिद्दुःखभाग्भवेत्॥ I must say we are living in super interesting times …….

36

1 Comment

✨ Wrapping up 2024: A Year of Growth, Achievements, and Gratitude ✨ As 2024 comes to an end, I look back on a year filled with professional milestones, personal blessings, and invaluable learnings. It has truly been a transformative year in many ways! On the professional front, 2024 was all about on-device models and SDKs, which played a significant role in driving organizational success and delivering value to our clients. Additionally, I began diving deeper into Large Language Models (LLMs) and exploring how rapidly AI is reshaping the dynamics of work. It's incredible to witness how AI is not only accelerating innovation but also enabling faster personal and organizational growth. Key learnings: This year, I gained a deeper understanding of the importance of: 1️⃣ Empowering individuals – Delegating responsibilities, fostering inclusiveness, and involving team members in the decision-making process lead to better outcomes and create a culture where everyone feels valued and invested. 2️⃣ Retention matters – Keeping people engaged, happy, and motivated is critical. A strong, cohesive team is the backbone of any team/organization. On a personal note, 2024 was a year of beautiful blessings. I got married and was gifted with the most precious joy of my life – my daughter. These moments have been life-changing and have filled me with immense gratitude and purpose. As I look ahead to 2025, I’m excited to keep growing, embrace new challenges, and continue creating impact – both professionally and personally. Here's to a new year of opportunities, learning, and success! Wishing everyone a fantastic 2025 filled with growth, happiness, and prosperity. 🌟 #YearInReview #LearningAndGrowth #AIInnovation #LLMs #2024Achievements #2025Goals

31

1 Comment