Robin - Computer programming tutor - El Dorado Hills
1st lesson free
Robin - Computer programming tutor - El Dorado Hills

Robin profile and its contact details have been verified by our experts

Robin

  • Rate R2464
  • Response 18h
  • Students

    Number of students Robin has accompanied since joining Superprof

    39

    Number of students Robin has accompanied since joining Superprof

Robin - Computer programming tutor - El Dorado Hills
  • 5 (12 reviews)

R2464/h

1st lesson free

Contact

1st lesson free

1st lesson free

  • Computer Programming
  • Python
  • Programming Languages
  • Artificial Intelligence
  • Machine learning

Computer Science PhD, former UC Davis Machine Learning course instructor, teaching Python, Deep Learning, Machine Learning, and Data Science

  • Computer Programming
  • Python
  • Programming Languages
  • Artificial Intelligence
  • Machine learning

Lesson location

Recommended

Robin is a respected tutor in our community. She is highly recommended for her commitment and the quality of her lessons. A trusted partner on your learning journey.

About Robin

Hey! My name is Robin; let's work together to help you achieve your educational goals! I have PhD and MS Graduate degrees in Computer Science and Electrical Engineering, so I am more than happy to help with anything related (eg. even basic coding or math problems). In my university and postdoc research I published dozens of papers and developed many frameworks in Machine Learning, Deep Learning, Computer Vision, and/or Data Science. The main tools I used were Python, Pytorch, Tensorflow, Sklearn, Numpy, Pandas, and OpenCV. I've taught 2 official full machine learning courses at UC Davis and created/taught all lessons/materials on my own (which I can share with you). These were re-used by the new professor who taught the course after me. Besides that, I was employed as a Teaching Assistant throughout the rest of grad school and taught full weekly lab and discussion sessions. I was both a university and private tutor throughout undergrad, as well. I really enjoyed tutoring students with learning disabilities for part of that time. I am very passionate about education, and I have always wanted to help students. I personally learned best in an individualized setting and understand that every student has a unique learning style. Therefore, I'd love to help create personalized lessons on your topic of choice!

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About the lesson

  • Primary
  • Secondary
  • Matric/GCSE
  • +12
  • levels :

    Primary

    Secondary

    Matric/GCSE

    AS Level

    A Level

    Adult education

    BTech

    Masters

    Doctorate

    MBA

    Beginner

    Intermediate

    Advanced

    Professional

    Kids

  • English

Languages in which the lesson is available :

English

I mainly offer 3 different series of lessons (Python, ML, and DL). Below is a list of examples of things I cover in each. Not everything is included here so feel free to ask me if there is something specific you'd like to learn as well. Machine Learning: - KNN, Decision Trees (including random forest, bagging, boosting), PCA, SVM, Linear and Polynomial Models (including GLM), Neural Networks (all both code in sklearn and mathematical theory) - Prepare data for ML using Pandas (handle NAs, missing values, data type issues etc.) - Core concepts: classification/regression, dimensionality reduction, over/under-fitting, k-fold testing, proper results/accuracy presentation, parallelization, hyper-parameter optimization, class imbalance, scaling and handling outliers Deep Learning: - How to both apply and optimize DL models (eg. in PyTorch, Tensorflow, Keras, Scikit-Learn) - Build full train/test/eval frameworks - Understand and learn how to choose loss functions, optimizers, and other DL hyperparameters - Transfer Learning (and how to retrain or fine-tune off-the-shelf top models for other tasks) - Transformers architecture breakdown and how to implement in code (eg. ViT, Swin, HuggingFace models etc.) - OpenCV and top Computer Vision models architecture in depth (including image classification and object detection) - Intro to NLP - GPU training, handling large tensor data, many ways of handling class imbalance - Data transformations and augmentation - Results analysis/reporting/plotting Python: Basics (functions, If-else, lists, tuples, dicts, classes, etc.) LeetCode problems and Interview prep (I've solved hundreds) Advanced Data Structures and Algorithms (eg. Trees, Linked Lists, time-complexity, sorting) I am happy to work with users with any level of experience (or those with learning disabilities); I will answer any questions and explain concepts. Different skill levels may require different numbers of sessions. However, in the end the student will at least be able to develop code similar to examples I teach from on their own. Additionally, I'd love to create personalized lessons on your topic of choice! Feel free to reach out with any other questions. I am available remote, but can also meet in El Dorado Hills.

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Rates

Rate

  • R2464

Package rates

  • 5h: R12318
  • 10h: R24636

online

  • R2464/h

free lesson

The free first lesson with Robin allows you to get to know the tutor and discuss your needs and expectations.

  • 30min

Robin's video

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