M
Marcos Souza
Data Analyst
Profile
About you
Summary
not added
Total work experience
not added
I can work legally in
Brazil
Availability
not added
Current work sector
Operations(Project / Programme management)
Languages
English (US)(Fluent), Portuguese(First Language), Spanish(Fluent)
Campinas, São Paulo, Brazil
Education
Postgraduate Degree - Masters of Project Management, University of Liverpool
Liverpool, Liverpool, United Kingdom
Work experience
Not added
Workplace preferences
Ideal workplace
Co-workers
Office meetings
Flexible working hours
Speed of change
Work from home policy
Ideal job
Desired job title
not added
Position type
Temporary
Travel
25%
Relocation
Yes
Kaggle profile
Followers
none yet
Medals
none yet
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none yet Skills
Personal data
For how many years have you been writing code and/or programming?
5 years
For how many years have you used machine learning methods?
3 years
Have you ever published any academic research (papers, preprints, conference proceedings, etc)?
No
Select the title most similar to your current role (or most recent title if retired)
Manager (Program, Project, Operations, Executive-level, etc)
Select any activities that make up an important part of your role at work: (Select all that apply)
- Analyze, understand and visualize data to influence product or business decisions
- Build and/or run the data infrastructure that my business uses for storing, analyzing, and operationalizing data
- Build prototypes to explore applying machine learning to new areas
Approximately how much money have you spent on machine learning and/or cloud computing services at home or at work in the past 5 years (approximate $USD)?
$1000-$9,999
Approximately how many times have you used a TPU (tensor processing unit)?
2-5 times
What is the size of the company where you are employed?
1000-9,999 employees
Approximately how many individuals are responsible for data science workloads at your place of business?
20+
Technical skills
Generative AI
Prompt Engineering
Embeddings and Vector Stores/Databases
Generative AI Agents
MLOps for Generative AI
Programming languages
Python
R
SQL
C
C++
Java
Javascript
Bash
C#
ML algorithms
Linear or Logistic Regression
Decision Trees or Random Forests
Gradient Boosting Machines (xgboost, lightgbm, etc)
Bayesian Approaches
Evolutionary Approaches
Dense Neural Networks (MLPs, etc)
Convolutional Neural Networks
Generative Adversarial Networks
Recurrent Neural Networks
Transformer Networks (BERT, gpt-3, etc)
Autoencoder Networks (DAE, VAE, etc)
Graph Neural Networks
ML frameworks
Scikit-learn
TensorFlow
Keras
PyTorch
Fast.ai
Xgboost
LightGBM
Production-Grade ML
ML System Architecture design (Training, Inference, microservices orchestration)
Deploying new models to production
AB testing
On-policy vs Off-policy model training
Monitoring
Model testing
Handling of incidents in production
Investigation of production incidents and Root Cause Analysis
Industry experience
Finance and Banking
Algorithmic trading
Fraud detection
Credit scoring
Risk management
Customer service automation
Churn prediction
Other use cases
Technology and Information Services
Advancements in algorithms
Cloud computing
Data analytics
Development of new software and hardware solutions
Other use cases
Healthcare and Biotechnology
Diagnostic imaging
Protein engineering
Drug discovery
Personalized medicine
Patient data analysis
Predictive modeling for patient care
Other use cases
Retail and E-commerce
Personalized shopping experiences
Inventory management
Demand forecasting
Attribution analysis and modelling
Automated customer service
Recommendation systems
Manufacturing and Industrial Automation
Predictive maintenance
Supply chain optimization
Quality control
Automation of manufacturing processes
Automotive and Transportation
Development of autonomous vehicles
Traffic management
Route optimization
Predictive maintenance of vehicles
Energy and Utilities
Energy demand forecasting
Grid management
Development of efficient renewable energy systems
Telecommunications
Network optimization
Predictive maintenance
Customer service automation
Fraud detection
Other use cases
Agriculture
Crop yield prediction
Soil health monitoring
Optimizing agricultural practices
Other use cases
Education
Personalized learning
Predictive analytics for student performance
Educational content recommendation
AI-generated (e.g. LLM) content detection
Marketing and Advertising
Targeted advertising
Customer segmentation
Sentiment analysis
Market trend analysis
Other use cases
Cybersecurity
Threat detection
Anomaly detection
Development of secure systems
Government and Public Sector
Urban planning
Public safety
Resource management
Social services
Media and Entertainment
Content recommendation
Audience analytics
Creation of personalized media experiences
Real Estate
Property valuation
Market trend analysis
Predictive modeling for real estate investments
Logistics and Supply Chain
Route planning
Inventory management
Enhancing the efficiency of logistics networks