Farhan Ar Rafi

Some certifications that I have still access to

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Machine Learning

Conducted by Stanford Professor Andrew Ng on Coursera

Skills Learned:
  • Basics: Supervised and Unsupervised Learning
  • Machine Learning Algorithms
  • Linear and Logistic Regression
  • Bias, Variance

Verify at coursera.org/verify/2MZYDXMRLKN6

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Neural Networks and Deep Learning

Conducted by Stanford Professor Andrew Ng on Coursera

Skills Learned:
  • Building, training and applying FC Deep neural networks
  • Implement Backpropagation in neural networks
  • Vectorize neural network implementations

Verify at coursera.org/verify/7YEUK9P7ZNXV

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Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

Conducted by Stanford Professor Andrew Ng on Coursera

Skills Learned:
  • Effective use of initialization, L2 and dropout regularization, batch normalization, gradient checking
  • Application of mini-batch gradient descent, Momentum, RMSprop and Adam
  • How to set up train/dev/test sets and analyze bias/variance
  • TensorFlow

Verify at coursera.org/verify/XTMQFCDLET64

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Structuring Machine Learning Projects

Conducted by Stanford Professor Andrew Ng on Coursera

Skills Learned:
  • Diagnosis and reducing errors in a machine learning system
  • When to compare to human-level performance
  • How to apply end-to-end learning, transfer learning, and multi-task learning

Verify at coursera.org/verify/H5ZF68BHA9TK

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Convolutional Neural Networks

Conducted by Stanford Professor Andrew Ng on Coursera

Skills Learned:
  • Building CNN and ResNets
  • Application of CNN in recognition problems
  • Application of neural style transfer to generate art
  • Application of CNN in 2D and 3D data

Verify at coursera.org/verify/XHWEA6BY48E8

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Sequence Models

Conducted by Stanford Professor Andrew Ng on Coursera

Skills Learned:
  • Build and train RNNs, GRUs and LSTMs
  • Apply RNNs to NLP problems
  • Apply RNNs to speech recognition and music synthesis

Verify at coursera.org/verify/FFZDLX396CZP

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Learning How to Learn: Powerful mental tools to help you master tough subjects

Conducted by Dr. Barbara Oakley and Dr. Terrence Sejnowski on Coursera

Skills Learned:
  • Information encapsulation
  • Illusions of learning
  • Memory techniques
  • using Pomodoro technique to deal with procrastination

Verify at coursera.org/verify/RAZYSYBG4QAS

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Vice Chancellor's Award for Best Thesis

This award was received for Best Undergraduate thesis at American International University-Bangladesh for the research on Geonames Classification for Bengali Geowordnet

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Fundamental IT Engineer Examination (FE) of ITEE

Verify (find Farhan Ar Rafi Examinee # FE2015OCT00002 ) at:All Passer list of October 2015 itpec.org