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CGI Group
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CGI - Senior Software Engineer - Machine Learning (4-8 yrs)
CGI Group
posted 10d ago
Flexible timing
Key skills for the job
Job Description :
Data Collection :
- Gathering and analyzing data from different source systems (databases, spreadsheets, etc.) and ensure it is accurate, complete, and usable for predictions.
Data Analysis :
- Analyzing datasets to uncover patterns, trends, correlations, and anomalies.
Modeling & Algorithms :
- Developing machine learning models (supervised, unsupervised, reinforcement learning, etc.) to solve specific business problems, such as predicting customer expected recommendations,
- Present data insights and model outcomes in an easily understandable format using charts, graphs, and dashboards.
Deployment & Monitoring :
- Implementing machine learning models into production systems and monitoring their performance over time.
- Analyze provided data and develop, train, and deploy machine learning models into production environments.
- Hands on Experience on Data analysis and Machine learning Algorithms with real use cases implemented in different commercial systems.
- Preferably having knowledge in telecom OSS domain especially CM area
- Development and deployment experience on Linux and Windows platforms
- Working closely with customer and local teams to understand the problem space, gather requirements, and communicate findings.
- Strong design, implementation, and debug skills.
- Acts as a mentor for team members
- Good communication and team working skills
Required Qualifications : (Education, Technical Skills/Knowledge)
- 4 to 8 years software consulting experience (implementing enterprise software solutions for customers) including direct customer contact
- Proficiency in Python, Postgres, SQL etc. Python with expertise in Pandas, NumPy, Scikit-learn.
Data Manipulation & Analysis :
- Strong skills in data analysis, and identifying uncovered patterns and trends transforming data using tools like Pandas.
- Machine Learning : Experience with various machine learning algorithms (e.g., regression, decision trees, random forests, Bayesian, neural networks, etc.) and the ability to select the right approach based on the problem.
- Mathematics & Statistics : Good to have understanding of probability, statistics, and linear algebra for building models and interpreting results.
- Ability to use tools like Matplotlib for presenting results
- Develop and design python programs, fastAPI based micro services based on customer requirements.
- Knowledge and experience with the professional services project lifecycle (scoping, requirements, construction, QA/test)
- Experience in Telecom SW Domain
- Strong written and verbal communications skills
Functional Areas: Software/Testing/Networking
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Good people and learn lot from colleagues.
Poor management. Some time you have good work otherwise you will face challenge to get quality of work. Old technology stack
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