Masroor Fattah Bin Hossain

Page *

Machine Learning Engineer(Masroor

Fattah Bin Hossain)

**/** **** *******, *****-1000

017******** adoenn@r.postjobfree.com https://www.linkedin.com/in/masroor-hossain-b0985ba1/ PROFILE

I have completed Master of Data Science(MSE) from Macquarie University, Australia in June 2021, and I also finished my BSc in Computer Science and Engineering from United International University in 2018. I achieved second prize in Big Data Hackathon, Dec 2020 held at Macquarie University. I have about 5 year of job experience in the area of data engineering. During my time in a job, I designed and developed many data models using python and R. Part of my task was to collect and preprocess data and then apply machine learning on data. I also developed a web based software using html, javascript, css, angular js and bootstrap. Some of the developments were hospital management system, taxi cab service management and pharmacy management system. I also developed many NLP projects like a language identifier and a predictive text generator. During my job, I extensively used Python, AWS, Azure, Excel, SPSS, SAD and particularly .NET when I had to develop a website. I even used to teach junior machine learning engineers. I secured second position in Hackathon held in December, 2020, and recently, I have obtained another second prize in Big Data Hackathon, July 2021 held at Macquarie University which had an association with Microsoft, Sydney and ITIC. I have obtained a certificate titled “ AWS certified Solutions Architect Associate” in last year, 2020. During my training, I developed top AWS projects like deploying a Windows Virtual Machine, setting up Kubernetes Clusters on Amazon EC2 Spot, building a Content Recommendation System, using Lex to create Chatbots and training a Machine Learning Model with SageMaker. Throughout my data career, I did many DevOps projects, especially I have used many tools such as Selenium, Puppet, Chef, Git, Jenkins, Ansible and Docker. I even implemented CI/CD pipeline in both AWS and Azure. I know how to create a project using Jenkins. Also, during my master’s program, I did many data science projects which involved responsibilities of Data Validation, tagging and categorization. I can scrap websites, and I implemented such projects in my Master’s. Two of my projects were collecting some tweets, and conducting a data analysis along the lines of the one of Donald Trump's tweets and accessing both the Wikipedia page for a particular topic and its Talk page. I used numpy, tensorflow, scikitlearn, pandas and seaborn numerous times. I used Pytorch and OpenCV when I developed face age classifier and analysed privacy preservation of data using deep learning techniques. Throughout my job career and Master’s program, I used deep learning several times. I know the application of transformers such as BERT and GPT. I have 5 years of experience in Hadoop. I developed many Hive projects like building a data warehouse using Spark on Hive and analysis of airline dataset analysis using Hadoop, Hive, Pig and Impala. Currently, I am in Dhaka, Bangladesh actively looking for a job. My objective is to do tasks in a way that will benefit the industry.

KEY SKILLS

• Good communication skills.

• Ability to work under deadline.

• Good leadership skills.

• Always curious to learn new technologies.

• Ability to work in a team.

Masroor Fattah Bin Hossain

Page 2

• Ability to think out of the box.

• Can deal with the clients.

• Familiar with Object oriented Java script.

• Familiar with Agile Methodology.

• Familiar with AngularJs.

• 5 years experience with RESTful API interactions.

• Strong analytical skills, algorithms and thought process.

• Good problem solving skills.

• Good understanding of Control M.

• Can manage data services such as Atlas, Cloudera Navigator etc.

• Have experience in Banking area.

• 5 years experience in Agile Methodologies.

• High knowledge of Spark and Hadoop services like HBase, Hive, HDFS.

• Can process data in both batch and real-time mode.

• Have developed a CI/CD pipeline integration in Azure DevOps.

• Can filter and clean data.

• Expert in .NET.

• Experience in powershell.

• Skilful at System Automation and Administration.

• Expert in Shell script.

• Good at managing people.

• Expert in SQL and NoSQL(MongoDB).

• Expert in NLP and deep learning.

• Expert in Pytorch and transformers(BERT and GPT).

• Can locate and define new process improvement opportunities.

• 5 years of migrating C# applications to AWS.

• Good knowledge in Elastic search development.

• Strong experience of text mining.

• Experienced in Selenium.

• Strong knowledge of cloud platforms like Google Cloud, AWS and Azure.

• Know how to set up load balancing using EC2 and R2 instances.

• Strong knowledge of Cloud infrastructure services including their security.

• Can automate backups of web server and database data.

• Can setup metrics to check and monitor server performance.

• Can communicate and present findings based on visualizing data.

• Can produce technical writing on business proposals.

• Very good at statistical analysis and developed many projects in R.

• Can contribute to internal research development.

• Python, keras, TensorFlow, R, C, C++, AWS, Google Cloud, Java, Scala, Hadoop, VBA, Microsoft Azure, postGreSQL, MySQL, MongoDB, Linux, Windows, Microsoft word, Microsoft excel, Microsoft Project, Masroor Fattah Bin Hossain

Page 3

Microsoft Power BI, Microsoft Power Point, Projectlibre, PHP, HTML, CSS, Javascript, Vuu.js, node.js, Assembly, Apache Spark, Azure PaaS(AKS, Cosmos DB, .NET, Cassandra, ADLS II, key Vault), Microservices and Event based architecture, Data Warehousing, Data Architecture, Apache Kafka, Kinesis, flask, fast API, Elastic search, Advanced Spring boot, Pysaprk, Data Modelling, ANSI SQL, HBase NoSQL Design and programming, Spring Boot, ADLS II, Business intelligence, Apache Airflow, Luigi, Apache Superset, AWS Redshift, AKS, Key Vault, AWS- S3, EMR, EC2, SAS, Matlab,Tableau, lucidchart, OSS, BSS, Bash, Git, Glue & Lambda

WORK EXPERIENCE

Data Science Research Intern Optus Macquarie University Cybersecurity Hub Jan 2021 to Jun 2021 The Optus Macquarie University Cyber Security Hub promotes a uniquely interdisciplinary approach to tackle real-world challenges in cyber security. It forms a network of researchers, academic and business leaders. It is a platform for experts, researchers and tech leaders to act jointly for developing cyber security technology, digital governance and technology policy initiatives. Minimizing the pitfalls of human factors through digital technology initiatives is another focus area of the Hub. The scope includes conducting interdisciplinary research across several disciplines: computing, engineering, business, criminology, law and psychology. It also trains the next generation of cybersecurity specialists, and it makes industry leaders conscientious. Last, but not the least, it develops the skills of the existing workforce. It deals with developing commercial technology solutions for cybersecurity challenges with a focus on enabling trust in the digital economy; and core projects of the projects of the Hub involve building trust in Data, Technology, Systems and People.

• The goal of my internship research project was to explore the limitations of the existing privacy solutions for a particular dataset. Sitting on the side of an unauthorized deep-learning model, I designed and tested techniques for exploiting the user information even when privacy defenses were in place. The scope of this project was to explore differential privacy and membership inference attacks. With a theoretical understanding of how attack models work to leak the differentially private algorithms, the evaluations were made on available adversarial attack models. The evaluation exercise utilizing the available established data set revealed the scope and limitations of the available models. Suggestions for new strategies for improving the model performance were made from the analytical investigations of the model results. My work scope also included evaluation of privacy vulnerability of cloud based deep learning i.e. machine learning models on platforms like Google cloud and AWS. Google cloud AI models and AWS are popularly used by businesses and organizations for business intelligence, feature inferencing and process optimization. Therefore, cloud based AI models are commonly trained by agencies own data. If these cloud based AI models are not secured enough for member privacy leakage, the companies are automatically putting their customers privacy at risk. My job was to train such cloud based AI models with given datasets and later on, using the results of training and subsequent testing, I explored the privacy leakage potential of such AI models.

• After completing this internship, I became proficient in python, Google AI cloud, docker and AWS. In addition to that, I gained knowledge of differential privacy and how data can be preprocessed and managed before it is fed into any algorithms. In line with these learnings, I also learned that choosing an appropriate privacy budget parameter is an indispensable prerequisite to maintain privacy of person s data.

House tutor Robert Menzies College Feb 2020 to Mar 2021 Robert Menzies College is an Anglican residential college for students which is jointly associated with Macquarie University. Sometimes, the students living there need tutor for their academic help, and I like to help people when they are stressed.

• Mentoring undergraduate level students for courses in Statistics, Data Science and Software Engineering

• I gained my teaching and leadership skills. I believe I can teach anyone mathematics, statistics, data science

• and software engineering. Also, I think that after teaching students, I believe that I became proficient in programming languages required for data science and software engineering jobs. Masroor Fattah Bin Hossain

Page 4

Teaching Assistant United International University Jan 2018 to Dec 2018 United International University is a private university approved by the Government of the People’s Republic of Bangladesh and University Grants Commission (UGC). United International University is established with the generous support and patronage of the United Group, a very successful conglomerate operating in diverse business areas in Bangladesh.

• Work includes teaching first year students related to Mathematics, Statistics and Computer Science.

• Throughout this period, I became more interested in mathematics, statistics and Computer science. My teaching assistant job aided me to be skillful in programming, mathematics and statistics. Data Engineering Sincos Automation Technologies Jan 2015 to Mar 2019 Sincos has evolved for its customers, by its customers and with its customers for the ultimate satisfaction of its customers. With the passage of time, the company, in terms of technology, has become fully focused towards providing complete solutions in industrial automation technologies, with the help of world class products only. This has necessitated formation of a sister company called SINCOS AUTOMATION TECHNOLOGIES LTD. The two companies together have been supporting almost every industry in Bangladesh that are engaged in mass production relying on automation technology.

• Work includes visualizing data and designing and modelling data.

• I learnt how to work in a team. I developed the skill of working quickly, and now, I can make decisions even if I am stressed. I developed the habit of learning something new that will be beneficial for any company in the long run. I became proficient in HTML, CSS, Javascript, Vue.Js, node.Js, python(Django) and PHP, Apache Spark, Azure PaaS(AKS, Cosmos DB, ADLS II, key Vault), Microservices and Event based architecture, Apache Kafka, Advanced Spring boot, Pysaprk, Data Modelling, ANSI SQL, HBase NoSQL Design and programming, Spring Boot, ADLS II, AKS and Key Vault

EDUCATION & QUALIFICATIONS

Macquarie University - Master`s degree Data Science(WAM: 72) 2021 I have just completed Master of Data Science from Macquarie University with a WAM of 72 out of 100. United International University - Bachelor`s degree Computer Science and Engineering 2018 I completed bachelor in Computer Science and Engineering from United International University with a CGPA of 3.39 out 4.00. My majors were data mining, Big Data and Machine learning. ADDITIONAL INFORMATION

I achieved second prize in Big Data Hackathon, Dec 2020 held at Macquarie University. I develop a learning system to perform an intelligent fraud detection method for detecting risky users in the banking systems. I obtained another second prize in Big Data Hackathon, July 2021 held at Macquarie University. I developed a prototype for a system to help instructors in monitoring the activities of students during the internship and help in evaluating the knowledge, skills, and performance of students during the internship. I obtained certificate for AWS solution.

I experienced workload automation in a hybrid environment while working in aws. I have Django application in aws elastic bean stalk. Masroor Fattah Bin Hossain

Page 5

I have experience working with CI/CD practises (e.g. Ansible, Terraforms, Jenkins, Github Actions), AWS, Azure or knowledge on DevOps, SysOps, Hybrid cloud environment with relevant cloud certifications would be a plus.

I have experience with Kubeflow.

I have experience with automated testing.

I can maintain functional and secure system on linux environment. I have implemented security, identity, and access management: IAM in AWS. I like to read.

I like sports.

I like to play video games.

I like to participate in programming contest such as Hackathon, Hackerrank and Leet code. Languages – English, Bengali, Hindi and Urdu.

INTERESTS

Data Mining, Big Data, Machine learning, Data Security and privacy and software engineering REFERENCES

Amin Beheshti Dr Amin Beheshti was my internship convenor. Muhammad Ikram Dr Muhammad Ikram was my supervisor when I was an intern at Optus Macquarie University Cybersecurity Hub. He guided me throughout my internship period. I am really happy to have him as my supervisor.

Contact this candidate