Parth Patel
A Data Scientist with over 5 years of experience in finance, engineering, architecture and technology sectors as a business intelligence and software developer. A data-driven Professional with strong understanding of Machine Learning fundamentals and a sound understanding of Supervised, Unsupervised and Deep Learning concepts. I have masters in Computer Engineering and actively degree looking for role in Data Science.
Experience
Business Intelligence Developer
• Design, Develop, Deploy, and maintain Business Intelligence and analytical
solutions for a variety of strategic programs like dashboard development for
manager and human resource teams and predictive modeling for project
success and employee retention. Also, a data expert for internal databases
and mapping.
• Arranged and coordinated meetings with internal stakeholders and
colleagues from Finance, Human Resource, IT and marketing departments to
understand business requirements.
• Presented findings and recommendation for reviews and created dashboards
for project managers, directors and other employees.
• Designed and developed scripts, data pipelines for data warehouse and data
lakes using python and iWay. Parallelized the staging, dimension and fact
pipelines and thereby reducing more than 4 hours of processing time.
• Created many new features with high correlation for project success and
employee retention by gathering and manipulating data from many databases
and API using SQL and python.
Software Developer
• Designing, coding and modifying websites, from layout to function and
according to a client's specifications. Creating visually appealing sites that
feature user-friendly design and clear navigation.
• Understanding Business Requirements: Designed and updated web pages of
product portfolios with new features and calculations based on business needs
and was performed in an Agile team environment.
• Presenting and communicating insights: Worked as consultant on client side
and participated in daily and weekly meetings providing updates on current
progress as well as providing input on any possible issues or advancements.
• Design and Development: Designed and updated web pages of product
portfolios with new features and calculations based on business needs and
was performed in Agile team environment.
English to Spanish Translator
Designed and created a translator using the seq2seq framework and teacher forcing in TensorFlow. The model was built by training data from Manaythings.org website and by using encoder-decoder. GloVe Word Embeddings were used as weights by performing transfer learning
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Generating MNIST digits using GAN
Created an MNIST digit generator using GAN framework, Generator was created using 3 Dense and BatchNormalization layers while Discriminator was created using 2 Dense layers.
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Unintended Bias in Toxicity Classification
The objective of this project is to Classify unintended biases present in toxic comments. I have implemented Word as well as Sentence embedding using a bag of word method as well as the TF-IDF method. Also, Pre Trained Word embeddings like GloVe and Fast Text were used to achieve better accuracy. Implementation was done using a standard algorithm like Naive Bias, Random Forest, etc. I have also used a neural network using a hidden Dense layer which achieved the highest accuracy.
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House Price Prediction
In this project, the Regression Model was Build using multiple Regression models including XGBoost, Light GBM, Gradient Boosting, Random Forest and ElasticNet.Data obtained had over 80 features and many new features were created using a feature engineering. Here Data Wrangling, Outlier Detection, Missing Data Imputation, EDA(Exploratory Data Analysis ) and Statistical analysis were performed.
View projectEducation
University of Windsor
JVisvevaraya University
Skills
- python
- SQL
- PySpark
- c++
- Scikit-learn
- Keras
- TensorFlow
- PyTorch
- Pandas
- Matplotlib
- NumPy
- Beautiful Soup
- Seaborn
Interests
Apart from work, I enjoy most of my time being outdoors i like going to for a tracking and camping, When forced indoors, I follow a number of sci-fi and action-thriller genre movies and television shows, I am an aspiring chef.
I spend a large amount of my free time exploring the latest technology advancements in the Data Science and Technology in general.
Awards & Certifications
- Springboard data science career track
- 1st Place - Line follower Robot - Visvevaraya University
- 2st Place - Math Wizard - Visvevaraya University
- 1st Place - Best paper presentation - Visvevaraya University
- 2nd Place - Electronic circuit design - Visvevaraya University