You will get a data extraction tool in python, pdf, csv F1 score


Project details
Expertise in Python and Machine Learning:
Extensive experience with Python and its libraries, ensuring robust and efficient code.
Proficiency in scikit-learn, pandas, and numpy for data manipulation, model training, and evaluation.
Customized Solutions:
Tailored approaches to meet specific client requirements.
Flexibility to adapt to different types of documents and data sources.
Comprehensive Data Processing:
Thorough data cleaning and preprocessing to ensure high-quality inputs.
Advanced feature extraction techniques to capture the most relevant information.
Rigorous Model Training and Evaluation:
Use of state-of-the-art machine learning algorithms.
Detailed evaluation using multiple metrics to ensure model accuracy and reliability.
Client-Centric Approach:
Regular communication and updates to keep the client informed.
Incorporation of client feedback to refine and improve the solution.
Documentation and Transparency:
Clear and comprehensive documentation of the entire process.
Transparent reporting of results
By combining technical expertise with a client-focused approach, this project aims to deliver exceptional results that not only meet but exceed expectations.
Extensive experience with Python and its libraries, ensuring robust and efficient code.
Proficiency in scikit-learn, pandas, and numpy for data manipulation, model training, and evaluation.
Customized Solutions:
Tailored approaches to meet specific client requirements.
Flexibility to adapt to different types of documents and data sources.
Comprehensive Data Processing:
Thorough data cleaning and preprocessing to ensure high-quality inputs.
Advanced feature extraction techniques to capture the most relevant information.
Rigorous Model Training and Evaluation:
Use of state-of-the-art machine learning algorithms.
Detailed evaluation using multiple metrics to ensure model accuracy and reliability.
Client-Centric Approach:
Regular communication and updates to keep the client informed.
Incorporation of client feedback to refine and improve the solution.
Documentation and Transparency:
Clear and comprehensive documentation of the entire process.
Transparent reporting of results
By combining technical expertise with a client-focused approach, this project aims to deliver exceptional results that not only meet but exceed expectations.
Machine Learning Tools
NLTK, NumPy, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, TensorFlowWhat's included
| Service Tiers |
Starter
$50
|
Standard
$100
|
Advanced
$250
|
|---|---|---|---|
| Delivery Time | 10 days | 12 days | 25 days |
Number of Revisions | 2 | 4 | 8 |
Number of Model Variations | 0 | 2 | 4 |
Number of Scenarios | 50 | 200 | 300 |
Number of Graphs/Charts | 5 | 8 | 15 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | - | ||
Source Code | - | - |
About Sumit
Software engineer with 10+ years experience
Delhi, India - 5:48 pm local time
Professional Experience:
Microsoft
Senior Software Engineer
- Led the design and development of scalable microservices architecture.
- Implemented distributed systems using Kafka and Spring Boot.
- Managed databases including MySQL and MongoDB.
- Provided technical leadership and mentorship to junior engineers.
- Utilized AWS cloud services for deployment and management.
- Facilitated cross-team collaboration to ensure project success.
- Successfully managed remote teams and projects, maintaining high productivity and communication.
- Applied project management methodologies to plan, execute, and deliver projects on time and within budget.
- Conducted research and development in AI/ML, focusing on object detection techniques like Faster R-CNN for extracting information from PDF documents.
Goldman Sachs
Vice President (Software Engineering)
- Developed and maintained financial software applications.
- Worked on backend systems using Java and Python.
- Collaborated with cross-functional teams to deliver high-quality software solutions.
- Communicated complex technical concepts to non-technical stakeholders.
- Adapted to remote work setups, ensuring seamless project delivery.
- Coordinated project activities, managed timelines, and ensured alignment with business objectives.
Amazon
Software Development Engineer
- Contributed to the development of large-scale e-commerce systems.
- Implemented features using Java and Python.
- Ensured high performance and reliability of applications.
- Actively participated in code reviews and team meetings.
- Experienced in remote collaboration tools and practices.
- Managed project milestones and deliverables, ensuring timely completion.
Jio Cloud
Cloud Solutions Architect
- Designed and implemented cloud-based solutions using AWS.
- Developed microservices and distributed systems for cloud applications.
- Provided technical guidance on cloud architecture and best practices.
- Engaged with clients to understand their needs and deliver tailored solutions.
- Managed remote client interactions and project implementations.
- Utilized project management tools to track progress and ensure successful project delivery.
- Led remote teams in training AI/ML models for coding and result generation, ensuring high-quality outcomes.
Technical Skills:
- Programming Languages: Python, Java
- Frameworks: Spring Boot, Django
- Technologies: Kafka, Microservices, Distributed Systems
- Databases: MySQL, MongoDB
- Cloud Services: AWS (Amazon Web Services)
- AI/ML: Object Detection (Faster R-CNN), Model Training, Dataset Preparation
- Tools: AWS Cloud Console, Git, Docker, Kubernetes
Soft Skills:
- Communication: Excellent verbal and written communication skills, able to convey complex technical information clearly.
- Leadership: Proven ability to lead and mentor teams, fostering a collaborative and productive work environment.
- Problem-Solving: Strong analytical skills with a proactive approach to identifying and resolving issues.
- Collaboration: Effective team player with experience working in diverse, cross-functional teams.
- Adaptability: Quick learner with the ability to adapt to new technologies and methodologies.
- Remote Work: Proficient in remote work tools and practices, ensuring effective communication and productivity in a remote environment.
- Project Management: Skilled in project planning, execution, and delivery, with experience in managing timelines, resources, and stakeholder expectations.
Leadership & Achievements:
- Successfully led multiple projects from conception to deployment.
- Recognized for innovative solutions and technical excellence.
- Mentored and guided teams to achieve project goals and deadlines.
Education:
- Bachelor of Technology in Computer Science (Hons) from Indian Institute of information technology.
Steps for completing your project
After purchasing the project, send requirements so Sumit can start the project.
Delivery time starts when Sumit receives requirements from you.
Sumit works on your project following the steps below.
Revisions may occur after the delivery date.
Understand the Project Requirements
Client Communication: Discuss with the client to understand their specific needs and expectations. Scope Definition: Clearly define the scope, deliverables, and timeline.
Data Collection and Preparation
Data Gathering: Collect the documents or data sources that need to be extracted. Data Cleaning: Use pandas to clean and preprocess the data (e.g., removing duplicates, handling missing values).