Data Scientist
1 day ago
We are seeking a motivated and results-driven Junior Data Scientist with a passion for problem-solving, data analytics, and natural language processing (NLP). In this role, you will leverage your skills in Python, SQL, Machine learning, and NLP to develop data-driven solutions that drive business decisions and insights. You will be part of a dynamic team and work closely with senior data scientists and business stakeholders to create and optimize models, perform data analysis, and automate processes.
As a Junior Data Scientist, you will have the opportunity to work on a variety of projects, ranging from predictive modelling to text analysis and cloud-based data solutions. You should have a solid foundation in logical thinking, problem-solving, and the ability to apply your knowledge to real-world challenges.
Roles & Responsibilities
- Work independently to manage multiple projects at once while ensuring deadlines are met and data output is accurate and appropriate for the business.
- Implementation of newer algorithms according to the business needs.
- Collaborate with cross functional agile teams of software engineers, product managers, and others in building new product features.
- Think strategically about data as a core enterprise asset and assist in all phases of the advanced analytic development process.
Key Technical Skills:
- Programming
: - Strong proficiency in
Python
, with experience in libraries like
pandas
,
numpy
,
scikit-learn
,
networkx
, and
TensorFlow
for data manipulation and machine learning tasks. - Proficient in building and deploying high-performance APIs using
FastAPI
and
Python
, ensuring fast response times and scalability. - Familiarity with Linux/Unix/Shell environments.
Experience with Data Structures and Algorithms.
Machine Learning
:- Hands-on experience with
supervised learning
(e.g., regression, classification),
unsupervised learning
(e.g., clustering, PCA), and
ensemble methods
(e.g., random forests, gradient boosting). Familiarity with model evaluation metrics (e.g.,
accuracy
,
precision
,
recall
,
F1-score
,
ROC-AUC
) and techniques for hyperparameter tuning (e.g.,
GridSearchCV
,
Randomized SearchCV
).Natural Language Processing (NLP)
:- Understanding of key NLP tasks like text classification, sentiment analysis, named entity recognition (NER), and text summarization using traditional techniques (e.g., TF-IDF, bag-of-words) and pre-trained models.
- Experience with using LLMs such as
GPT
,
BERT
, and
T5
for text generation, question answering, and document classification, using libraries like
Hugging Face Transformers
. Ability to fine-tune pre-trained LLMs on domain-specific data and evaluate model performance using metrics like accuracy, F1-score, bleu score, and perplexity, optimizing models for production use.
SQL & Database Management
:- Strong SQL skills for querying relational databases (e.g.,
PostgreSQL
,
MySQL
) and managing large datasets. Experience in writing complex queries for data extraction, transformation, and aggregation.
Azure Cloud Services
:- Familiarity with
Azure Databricks
,
Azure Blob Storage
, and
Azure SQL Database
for data processing and storage. Basic knowledge of
Azure Data Factory
for building and orchestrating data pipelines.Data Visualization
:- Experience creating visualizations with
matplotlib
,
seaborn
, and
plotly
for data exploration and model results presentation. Familiarity with dashboarding tools like
Power BI
or
Tableau
(optional).Git:
- Proficient in creating and managing feature branches, resolving merge conflicts, and merging code into the main branch using
Git merge
and
Git rebase
. - Experienced with
pull requests (PRs)
, reviewing and commenting on code, and working within
Git workflows
(e.g.,
GitFlow
or feature branching) to ensure smooth team collaboration.
Required Qualifications:
- A
bachelor's or master's degree in computer science
,
statistics
,
mathematics
, or a related field. - 3-5 years of professional experience as a
Data Scientist
, working with machine learning, data analysis, NLP, and cloud technologies. - Strong communication skills, with the ability to explain complex data science concepts to non-technical stakeholders.
- Ability to work independently and as part of a team in a fast-paced environment.
Nice-to-Have Skills:
- Experience with
model deployment
and
CI/CD
pipelines. - Familiarity with
big data technologies
such as
Spark
or
Hadoop
. - Experience with
Docker
for containerization and
Kubernetes
for model orchestration.
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