Interactive Data Analysis & Machine Learning Lessons

4.2(74)

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Private tutor - abhishek mahajan

Bachelors degree

$42

$40

/ lesson

About the tutor

I completed my graduation with a degree in Chemistry and went on to earn a degree in Computer Science and Engineering in Computer science and engineering at IIT Bombay. My academic journey began at Jai Academy, where I excelled with a 95.20% score in my intermediate studies. Throughout my academic career, I have garnered numerous achievements and accolades. I was honored with the Charpak Lab Scholarship, which included an internship offer from Sorbonne University, Marie & Curie Campus in Paris, ranked 48th globally. During my second year, I served as a Teaching Assistant for the ME119 course, mentoring over 180 students. I consistently demonstrated academic excellence by achieving the highest AA grade (10/10) in ten courses. Additionally, I mentored over ten students as a Student Mentor for the Summer of Science and Seasons of Code programs. My professional experience includes various internships that have enriched my expertise. At Qure.ai in Bengaluru, I worked as a Software Engineering Intern from May 2023 to September 2023. Here, I added a feature to the Qure App by integrating it with the National Health Authority's ABHA initiative, developing backend APIs using the Django Rest framework and frontend registration forms with ReactJS. At TCS Research & Innovation, I served as a Data Analysis Intern from November 2022 to December 2022, where I conducted detailed data analysis on India's organ transplantation trends using Python and Stata, highlighting significant gender disparities and regional distributions. During my tenure at Lex Res Pvt. Ltd. as a Software Engineering Intern from May 2022 to July 2022, I worked on a text summarization algorithm for a law-based application using NLTK, pre-trained BERT, and LSTM models. I also developed a scraping system on AWS and utilized various AWS services for data storage and deployment. At Feynn Labs, as a Machine Learning Intern from February 2022 to April 2022, I developed a credit risk model with impressive evaluation metrics, including an AUROC of 0.886 and a Gini score of 0.732, using advanced statistical techniques and machine learning models. In addition to internships, I have contributed to several research projects. At IIT Bombay's MEDAL lab, I worked on the Multi-organ Nuclei Segmentation challenge under the guidance of Prof. Amit Sethi, utilizing TensorFlow for digital pathology image processing. I also conducted a comprehensive analysis of hysterectomy prevalence in India, guided by Prof. Mithun Kumar Mitra, using data from the National Family Health Survey and various statistical software. Additionally, I implemented U-Net architecture for aerial imagery segmentation at the MRSLab, IIT Bombay, under Prof. Avik Bhattacharya's guidance. My key projects include developing an object detection algorithm using YOLO for autonomous driving car detection and driver behavior analysis, predicting credit card defaults with various machine learning models, and forecasting stock prices using ARIMA and LSTM models. As the Overall Team Head of the Data Analytics and Visualization Team at IIT Bombay, I led a team of ten, analyzing and presenting insights on institutional data and collaborating with startups and external organizations for real-life projects. My technical skills encompass a wide range of programming languages and frameworks, including C, C++, Python, R, SQL, PostgreSQL, MATLAB, HTML, CSS, JavaScript, and AWS. I am proficient in frameworks like ReactJS, Django Rest Framework, TensorFlow, PyTorch, Keras, Git/GitHub, Google Colab, and Jupyter. My coursework includes subjects such as quantum physics, calculus, differential equations, linear algebra, economics, and remote sensing.

Specialties

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Machine learning

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Big data

Data visualization icon

Data visualization

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Statistical analysis

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Predictive modeling

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Assignment help

Data engineering icon

Data engineering

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Business intelligence

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AI development

Teaching methodology

With six years of experience in teaching, I have developed a comprehensive and effective teaching methodology that leverages my extensive knowledge and expertise in various domains. I specialize in mastering data structures and algorithms using C and C++, machine learning operations (MLOps), machine learning, improving deep neural networks through regularization and optimization, neural networks and deep learning, computer vision, structuring machine learning projects, natural language processing specialization, and introduction to statistical learning using R/Python. My programming skills include proficiency in C, C++, Python, R, SQL, PostgreSQL, MATLAB, HTML, CSS, JavaScript, and Amazon Web Service. Additionally, I am well-versed in frameworks such as ReactJS, Django Rest Framework, TensorFlow, PyTorch, Keras, Git/GitHub, Google Colab, and Jupyter. My educational background includes courses in quantum physics and application, calculus 1 and 2, computer programming and utilization, differential equations, linear algebra, economics, remote sensing, and image processing. In my teaching approach, I focus on creating a student-centered learning environment that begins with assessing each student's current knowledge and understanding of the subject. This assessment helps me tailor personalized learning plans to address their specific strengths, weaknesses, and learning goals. I incorporate active learning techniques such as problem-solving, coding exercises, and hands-on projects to engage students actively in the learning process. Real-world examples and applications are used to explain complex concepts, making the material more relatable and easier to understand. My curriculum is structured into modules, each focusing on a specific topic, with clear learning objectives communicated at the start of each session. I utilize visual aids, tools like Jupyter Notebooks and Google Colab, and supplementary materials to enhance the learning experience. Emphasizing practical and hands-on experience, I assign regular programming exercises and projects, culminating in capstone projects that integrate various concepts learned throughout the course. Regular assessments and constructive feedback ensure continuous monitoring of student progress and improvement. I encourage critical thinking through problem-solving sessions and discussion forums, fostering a collaborative learning environment. Offering regular office hours and career advice, I provide mentorship and guidance to help students achieve their academic and career goals. By leveraging technology such as learning management systems and online tools, I create an organized and efficient learning environment. Continuous improvement is a key aspect of my methodology, with regular feedback from students and ongoing professional development to stay updated with the latest trends and advancements in computer science and education. This comprehensive approach ensures that my students not only grasp complex concepts but are also well-prepared for real-world challenges in the field of computer science and data science.

Student types

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School

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College

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Adult / Professional

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All Levels

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