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ai_capstone_project_deep_learning_keras

Last course of the IBM AI Engineering specialization

aitensorflowspecialization

My notes for coursera course AI TensorFlow in Practice Specialization.

autoencoder_communication_system

Through this project we address the problem of learning efficient and adaptive ways to communicate binary information over an impaired channel. Here we train an autoencoder for information transmission over an end-to-end communication system

building_deep_learning_models_with_tensorflow

Fifth course of the IBM AI Engineering specialization

deep_neural_networks_with_pytorch

Fourth course of the IBM AI Engineering specialization

dlaicourse

Notebooks for learning deep learning

machine_learning_with_python_ibm

First course of the IBM AI Engineering specialization and a good machine learning course for beginners

movielens_recommendation_system

25M Movielens recommendation system with the use of Pearson Correlation

natural_language_processing_deeplearning.ai

NLP specialization by deeplearning.ai in Coursera

parallelization_energy_calculation_water_molecules

This project was based on parallelizing the calculation of 10k&100k water molecules with different box sizes. The results showed some consistency except for few irregularities in overhead and other fields, but all in all, the results were a good practical example to reflect the time efficiency of parallelization.

parallelization_nsertion_sorting_openmp

This task introduces the OpenMP in parallelizing heavy complicated task of sorting 100k random numbers along with its corresponding element in the next column. Although it looks shorter in coding, but we give the computer a lot of control to utilize the use of cores which may not be optimal in some cases.

scalable_machine_learning_on_big_data_using_apache_spark

Second course of the IBM AI Engineering specialization

self-supervised-object-detection

This project utilized Self-Supervised learning methods (SimCLR & SimSiam) to recognize vehicle-type (or any object) based on a custom dataset

sql-for-data-science

Coursera - University of California, Davis

tdd_course

tensorflow_api_object_detection

time_series_forcasting_and_anomaly_detection

This project aims to predict Wind Turbine output power and searches for any anomalies