Unnikrishnan Ramakrishnan

Machine Learning

Offered by Stanford Online through Coursera

In this course I have learned about machine learning techniques and implemented them in practice. Topics include Supervised learning (parametric/non-parametric algorithms, support vector machines, kernels, neural networks). Unsupervised learning (clustering, dimensionality reduction, recommender systems).Best practices in machine learning (bias/variance theory).

Deep Learning Specialization

In this Specialization I have learned the foundations of Deep Learning, understand how to build neural networks, and learn how to lead successful machine learning projects. I have learned about Neural Networks, Convolutional networks, RNNs, LSTM, Adam, Dropout, BatchNorm, and more. I have worked on case studies from healthcare, autonomous driving, sign language reading, music generation, and natural language processing.

Offered by Deeplearning.ai through Coursera

Natural Language Processing Specialization

Offered by Deeplearning.ai through Coursera

In this course I have learned to use logistic regression, naïve Bayes, word vectors to implement sentiment analysis, complete analogies & translate words, dynamic programming, hidden Markov models, word embeddings to implement autocorrect, autocomplete & identify part-of-speech tags for words, recurrent neural networks, LSTMs, GRUs & Siamese network in TensorFlow & Trax for sentiment analysis, text generation & named entity recognition, encoder-decoder, causal, & self-attention to machine translate complete sentences, summarize text, build chatbots & question-answering.

AI For Medicine

Offered by Deeplearning.ai through Coursera

In this course I have learned to Diagnose diseases from x-rays and 3D MRI brain images, Predict patient survival rates more accurately using tree-based models, Estimate treatment effects on patients using data from randomized trials, Automate the task of labeling medical datasets using natural language processing.

Web Development

Offered by ZTM Academy through Udemy

Blockchain

Offered by SuperDataScience through Udemy