Real-time analytics with SparkBuilding an End-to-End ETL Abu Mohammad Tariqul Ismail | ML Cloud Engineer Portfolio

TARIQUL ISMAIL

ML Cloud Engineer Data Engineer Turned AI Innovator Cloud-Native ML Architect AWS | GCP | Databricks Enthusiast

From Pipelines to Predictions — I Build Smart, Scalable Cloud AI Systems

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About Me

My Journey

With over a decade of experience in the financial sector, I began as a Data Engineer mastering Oracle, Talend, and ETL design. As the cloud era emerged, I transitioned into machine learning and cloud technologies — now building smart, scalable systems powered by AWS, GCP, Databricks, and AI.

Data Engineering
Cloud Architecture
Machine Learning
Financial Services

Professional Summary

  • Specialized in building end-to-end ML pipelines on cloud platforms

  • Expert in data processing at scale with Spark, Airflow and serverless architectures

  • Experienced in transitioning legacy systems to modern cloud-native solutions

  • Proficient in MLOps practices and continuous delivery of ML models




Resume

Technical Skills

My technical toolkit spans data engineering, cloud platforms, machine learning, and modern DevOps practices.

Cloud Platforms

AWS
GCP
Azure
Databricks
Kubernetes
Serverless

ML & Data Science

Scikit-learn
TensorFlow
PyTorch
LSTM
ARIMA
NLP

DevOps & Tools

Docker
Airflow
Terraform
Git
CI/CD
Testing

Databases

Snowflake
PostgreSQL
Oracle
MongoDB
DynamoDB
Redis

Visualization

Power BI
Tableau
Metabase
Matplotlib
Plotly
Grafana

Languages & Frameworks

Python
Java
JavaScript
SQL
PySpark
Bash

Featured Projects

A selection of my most impactful work showcasing my expertise in data engineering, machine learning, and cloud architecture.

YouTube Trend Analysis Pipeline

Real-time analytics with Spark, Airflow, and S3. Deployed on Docker with Tableau for insights.

Spark Airflow AWS S3 Docker Tableau

Customer 360 Data Integration Project

The goal is to create a unified customer view for analytics and business intelligence dashboards.

Python Airflow Amazon S3 Amazon Redshift DBT PowerBI

Realtime Data Analytics Pipeline

The pipeline efficiently processes IoT, energy, and AI workflow data using event-driven architectures.

Power Apps Power Automate Power BI Microsoft 365
Full Project Details

Event Log Analytics with Kafka & Elasticsearch

Identifies trends, bottlenecks, and anomalies in real-time transaction logs.

Kafka Elasticsearch Kibana Docker Java

Certifications

Professional credentials validating my expertise in cloud platforms, data engineering, and machine learning.

AWS Cloud Solutions Architect

Validated expertise in designing distributed systems on AWS.

Issued: April 2025

Data Analysis with Python

Can readily clean, visualize and summarize data analysis technic.

Issued: March 2021

The Power of Statistics

Conduct a hypothesis test to identify insights about data.

Issued: April 2024

Data Analysis with Tableau

Advanced data visualization and business intelligence skills.

Issued: November 2023

Blog Articles

Insights and experiences from my journey in data engineering, cloud computing, and machine learning.

My Journey from Data Engineering to ML Cloud Engineering

In this personal article, I share the challenges, learning curves, and rewards of transitioning from traditional data engineering to modern cloud-based machine learning architecture.

October 15, 2023 5 min read

Top 5 Lessons I Learned While Transitioning to ML Cloud Engineering with AWS

A personal and professional journey from the structured world of Data Engineering to the dynamic realm of Machine Learning in the cloud.

September 3, 2023 12 min read
Migrating Your On-Premises Database to Snowflake by Talend Open Studio

Talend, a leading data integration platform, provides a robust solution for seamlessly transitioning your on-premises database to Snowflake’s cloud-based data warehouse.

July 21, 2023 8 min read
Read Article

Event Log Analysis for Real-Time Monitoring

Learn how to implement a real-time monitoring system using Kafka, Elasticsearch, and Kibana to detect anomalies in transaction logs.

June 12, 2023 10 min read

Let's Connect!

Interested in working together or have a question about my experience? I'd love to hear from you.

Get In Touch

Connect With Me

Location

Dhaka, Bangladesh

Available for remote work worldwide