1st lesson free
Ayra's profile and their contact details have been verified by our team.
Ayra
- Price $13
- Answer 1h
$13/h
Contact
1st lesson free
- Computer Science
- Computer networks
- IT security
- Machine learning
Machine Learning & Artificial Intelligence with Python, Data Science, Statistical Learning, Practical Model Building and Intelligent Systems
- Computer Science
- Computer networks
- IT security
- Machine learning
Lesson location
About Ayra
I am a third-year B.Tech student in Computer Science and Engineering, specializing in Cybersecurity, with a growing interest in Machine Learning, Artificial Intelligence, and Data Science. I enjoy exploring the mathematical principles behind intelligent systems and applying programming to solve computational problems. My approach emphasizes conceptual clarity, analytical thinking, and practical implementation.
see more
About the lesson
- All Levels
- English
All languages in which the lesson is available :
English
Machine Learning Fundamentals: Supervised, unsupervised, and introductory reinforcement learning; regression, classification, clustering, features, labels, and the end-to-end ML workflow.
Python for AI and Data Science: Python fundamentals, NumPy, Pandas, Matplotlib, and Seaborn for numerical computing, data manipulation, analysis, and visualization.
Mathematics and Statistics for Machine Learning: Probability, descriptive statistics, distributions, conditional probability, linear algebra fundamentals, vectors, matrices, derivatives, and optimization concepts.
Data Preprocessing and Feature Engineering: Data cleaning, missing-value handling, categorical encoding, feature scaling, outlier analysis, feature selection, and dataset preparation.
Core Machine Learning Algorithms: Linear and logistic regression, decision trees, random forests, k-nearest neighbors, support vector machines, Naive Bayes, k-means clustering, and dimensionality reduction fundamentals.
Model Training and Evaluation: Training, validation, and test sets; cross-validation; overfitting and underfitting; bias-variance trade-off; confusion matrices; accuracy, precision, recall, F1-score, and ROC-AUC fundamentals.
Deep Learning Fundamentals: Neural network architecture, neurons, activation functions, loss functions, gradient descent, backpropagation, and introductory implementation using suitable Python frameworks.
Natural Language Processing (NLP): Text preprocessing, tokenization, text representation, bag-of-words, TF-IDF, sentiment analysis, and introductory language-processing applications.
Computer Vision Fundamentals: Image data preparation, pixel representations, image classification concepts, and an introduction to convolutional neural networks.
Time-Series Analysis: Trend and seasonality, time-based data preparation, forecasting fundamentals, and introductory applications using Python.
Model Interpretability and Responsible AI: Understanding model predictions, feature importance, data bias, limitations, and responsible use of AI systems.
Practical Projects and Deployment Basics: Dataset exploration, exploratory data analysis, end-to-end model development, performance evaluation, saving trained models, and introductory deployment concepts.
Sessions can include coding exercises, worked examples, LaTeX-based notes, assignments, and personalized doubt-clearing. Scheduling is flexible, subject to mutual availability. The aim is to build a sound understanding of the concepts, strengthen independent implementation skills, and establish a foundation for more advanced work in AI, Machine Learning, and Data Science.
see more
Recommendations
Recommendations come from relatives, friends and acquaintances of the teacher
1
I had a really good experience with Ayra di during my SAT preparation... She explained the concepts clearly and was always patient whenever I had doubts... I especially liked how she broke down difficult questions and explained the logic behind each answer... The sessions were helpful and made my preparation feel more organised... Overall, I had a positive learning experience with Ayra di, and I'd definitely recommend her to other students preparing for the SAT.
View more recommendations
see more
Rates
Price
- $13
Pack prices
- 5h: $65
- 10h: $130
free lessons
The first lesson with Ayra will allow you to get to know each other and discuss your needs for future lessons.
- 1hr
online
- $13/h
Similar Computer Science tutors in Pune
-
![]( "teacher_picture")
Jamshaid
Melbourne & online- Ambassador
Expert computer science tutor specializing in all levels with 5+ years of proven success
- $35/h
- 1st lesson free
-
![]( "teacher_picture")
Royden
Melbourne & online- Ambassador
Experienced tutor with over 4 years of teaching expertise in computer networks and cybersecurity.
- $80/h
-
![]( "teacher_picture")
Arpan
North Adelaide & online- Ambassador
Dynamic science graduate with 4 years of experience offers engaging online lessons on computer science and networks for all levels of students using ppt and whiteboard.
- $20/h
- 1st lesson free
-
![]( "teacher_picture")
Praveen
Adelaide & online- Ambassador
Top-rated computer science graduate, software engineer & researcher provides interactive coding and software development lessons for school & college students - in-demand skills, real-world applicati
- $35/h
- 1st lesson free
-
![]( "teacher_picture")
Manas
Schofields & online- Ambassador
Ccie routing & switching with 15+ years of experience in computer networking topics
- $30/h
-
![]( "teacher_picture")
Kanika
Epping & online- Super tutor
Computer science tutor | c/c++ | data structures | python | machine learning | discrete maths | ai agents | genai | projects
- $60/h
- 1st lesson free
-
![]( "teacher_picture")
Andrea
Sydney & online- Super tutor
Improve your proficiency in machine learning: gain insights from a phd holder with a background in academia and industry, specializing in financial applications. suitable for both professionals and st
- $200/h
-
![]( "teacher_picture")
Armaan
Melbourne & online- Super tutor
Guinness world record holder & oscp-certified cybersecurity expert teaches ethical hacking & pentesting online. founder of nexus security, trained 50,000+ students, earned $30k+ via bug bounties.
- $60/h
- 1st lesson free
-
![]( "teacher_picture")
Amr
Hurstville & online- Ambassador
Learn fpga by building real computer systems and interfaces on open-source boards
- $30/h
-
![]( "teacher_picture")
Brodie
Upper Ferntree Gully & online- Confirmed
Cyber security professional with industry experience under fujitsu and a computer science & cyber security degree from swinburne university. specialising in cisco networking and cybersecurity.
- $50/h
- 1st lesson free
-
![]( "teacher_picture")
Ezekiel
Pimpama & online- Super tutor
99.85 atar | quantum engineer | tutoring computer science, physics, engineering, digital solutions, math | qce specialist atar focused tutoring and mentorship | qce exam prep | highest grades in state
- $70/h
- 1st lesson free
-
![]( "teacher_picture")
Zain
Melbourne & online- Super tutor
No.1 computer networks tutor in melbourne | computer science, ict, machine learning and telecommunications
- $30/h
- 1st lesson free
-
![]( "teacher_picture")
Damiru
Newtown & online- Confirmed
Learn to code from scratch – beginner-friendly programming lessons for all ages
- $35/h
- 1st lesson free
-
![]( "teacher_picture")
Hyeonggeun
St Kilda & online- Ambassador
Anu bachelor of advanced computing (r&d) (honours), have tutored computing course for anu
- $80/h
- 1st lesson free
-
![]( "teacher_picture")
Pratik
Melbourne & online- Ambassador
Learn .net framework, .net core, node.js, mongodb, with a professional with 7+ years of industry experience and a professional tutor.
- $70/h
-
![]( "teacher_picture")
Aman_y
Brisbane & online- Super tutor
Computer science tutor for ages 12–22 | learn python,c++, coding and programming logic with easy, step-by-step lessons
- $20/h
- 1st lesson free
-
![]( "teacher_picture")
Aman
Sydney & online- Confirmed
Computer science engineer specializing in programming, data structures, algorithms, and real-world problem solving
- $15/h
- 1st lesson free
-
![]( "teacher_picture")
Akshat
Pyrmont & online- Confirmed
Ict(information and communication technology) & computer science teacher – a very comprehensive and easy style of teaching.
- $35/h
- 1st lesson free
-
![]( "teacher_picture")
Prarambhika
Melbourne & online- Super tutor
Experienced and friendly computer science tutor in melbourne- all cs units, support in algorithms, debugging, exam preparation, last-minute revision, catchup-lessons, and step to step explanation.
- $50/h
- 1st lesson free
-
![]( "teacher_picture")
Nishank
Melbourne & online- Confirmed
Experienced software engineer with 5+ years of experience teaches beginner to advanced programming (php, java, python, js) for high school & uni students in melbourne/ remote.
- $35/h
- 1st lesson free
-
More Computer Science teachers
