نبذة عني
Interesting in machine learning (especially deep learning) and AI along with extracting meaningful insights from various datasets and doing time-series forecasting and conducting valuable reports. I am very aware of disc…
Interesting in machine learning (especially deep learning) and AI along with extracting meaningful insights from various datasets and doing time-series forecasting and conducting valuable reports. I am very aware of discipline and hard work, and I believe that curiosity with the ability to research and understand combined with a cooperative attitude are the keys of becoming a successful employee who can make big contributions for the firm. Besides, I want to learn more and find out about AI and machine learning along with the passion of becoming a Data Scientist or a Data Engineer.
الخبرة
Time-series forecasting using Deep Learning
<p>Prepare and pre-process the data into each batch in which there are 12 consecutive inputs and 1 output, which is the right shape for monthly prediction before training the models.<br>
Applying a set of deep learning models including LSTM, GRU, TCN, SRNN and the combination of CNN-LSTM to forecast and see that the electricity consumption in the UK will increase gradually from 22000 MWs to more than 30000 MWs in 2028.<br>
Regarding Mean Absolute Error (MAE), LSTM, GRU and CNN-LSTM are the three best deep learning models.<br>
In terms of R-Squared, LSTM, GRU, and CNN-LSTM again are the three best models which understand the data oscillation quite well with their corresponding R-Squared values.</p>
Data Visualization and Programmer
<p>Did programming and data visualizations using Python, specifically using libraries such as Pandas, Numpy, Pyplot, Seaborn.<br>
Analyzed data, compiled visual reports using scatter plots, bar and distribution charts to identify 4 main factors leading to employees attrition of a company are job, environment and relationship dissatisfaction along with the frequency of overtime working.<br>
Analyzed data, compiled visual reports using bar and stack bar charts, to compare soccer players’ performances via their fouls, free kicks, off sides, passes, and shots.</p>
Intern Developer and Requirement Analyst
<p>Was assigned to a group of five members in a small project developing a blog website, in which taking the role of front-end developer and requirement analyst.<br>
Learned about HTML, CSS, JavaScript in website development, and MongoDB for back-end.<br>
Learned the process of requirements gathering and analyzing, and defining the business risks for management.<br>
Using MS Office such as Excel, Word and PowerPoint to generate reports and presentations.</p>