Let’s design human-centric AI governance experiences

Bridging technical innovation and ethical governance to shape responsible AI futures.
Karine Boucher / Data & AI solution maker
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Who am I ?

With a broad professional background, I bring a unique blend of diversity and insight into client needs. As an expert in AI governance, Data Science, and Machine Learning, I drive responsible and transparent AI implementations, ensuring compliance with ethical standards while unlocking business value.

I’m dedicated to empowering your organization to make data-driven decisions with confidence, leveraging AI governance frameworks to minimize risks and maximize profitability in a rapidly evolving digital landscape. Through my expertise, I ensure that AI technologies are developed and used in alignment with ethical principles, societal values, and sustainable practices.

For me, Responsible AI is about more than just technological advancement—it is about creating positive impact for human well-being. Every AI solution I design is built with a human-centered approach, ensuring that its purpose is aligned with the needs, values, and benefits of people. My goal is to ensure that AI serves humanity, improving lives, solving real-world problems, and making the world a better place.

What people say about me ?

Accountable • Resilient • Problem solver • Critical thinker • Empathic • Flexible • Passionate • Curious • Results-oriented • Time management

My Philosophy

I approach AI with the same freedom and adaptability as a dolphin that swims freely and joyfully in the water, surrounded by my family and jumping from wave to wave.


Just as I face challenges with generosity and kindness, I savor every moment, always moving forward without limits to reach my dreams.


Finding solutions to the impossible, I swim against the current towards new horizons.

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My Experience

Originally from Paris, I found myself settling between France and Mexico, with my luggage in tow. In my last 25 years of working experience,  I developed a solid multi-cultural expertise in operational, managerial, marketing, and sales management in the hospitality industry , social entrepreneurship and AI-driven business solutions. My journey has led me to deeply understand the intersection of data management, AI, and business strategy, using data not just to solve problems but to implement AI solutions that are ethical, secure, and aligned with your business’s goals.


I use advanced data analysis and AI governance principles to drive decision-making that minimizes risks while ensuring long-term business success. I transform business challenges into solutions and provide new opportunities for more effective decision-making. This contributes to the company adjusting its strategies and achieving its long-term objectives, generating benefits in both savings and productivity as well as organizational improvements through responsible, transparent AI applications, in both quantitative and qualitative aspects.


I believe in integrating the human factor in all aspects of decision-making, ensuring that AI-driven transformations are beneficial for both the organization and its people. I also promote social impact through responsible AI use, ensuring that these innovations align with broader societal and environmental goals.


I am also passionate about social and environmental causes, having founded and presided over several non-profit organization with innovative ideas to help vulnerable communities. I am proud to have been awarded as Citizen of the Year in 2022 to have benefited thousands of people with my initiative.



• Data science & machine learning
• AI Governance & Ethics
• Business development & strategy
• Project management
• Data-driven decision making
• Revenue growth & optimization

  • Market analysis & trend identification
  • Client relationship management
  • Team leadership
  • Strategic partnerships
  • Entrepreneurship & innovation

  • Public speaking & effective
    cross-cultural communication
  • Multi-lingual proficiency
  • Sustainability & social impact
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Leverage cross-industry expertise to deliver human-centered, innovative solutions

resulting in enhanced operational efficiency through data-driven business solutions and strategic decision-making for diverse organizations.

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Highly effective cross-cultural communicator and leader

with a track record of driving revenue growth, optimizing operations, and fostering strategic partnerships across diverse industries and global markets.

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Visionary leader with a proven track ability to identify market trends and new opportunities,

combining technical knowledge with business insights resulting in significant revenue increases and expanded client portfolios across various sectors.

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Adept at cultivating strategic partnerships and managing multi-cultural teams,

consistently exceeding revenue targets and expanding market presence in competitive environments.

"Data, governed responsibly, is the cornerstone of modern civilization, enabling the unlocking of hidden patterns, informed decision-making, and driving positive, human-centered change across all aspects of life."

The Pillars of my AI Approach

Ethics and Fairness
I focus on ensuring that from conception, algorythms are fair, avoiding bias and discrimination by using diverse and representative data. My goal is to ensure that AI benefits all stakeholders without causing harm to specific groups.

Accountability and Responsibility
Clear accountability is essential. I help organizations define roles and responsibilities, ensuring transparency in AI decisions and providing human oversight where necessary.

Transparency and Explainability
I understand that due to their nature based on neural network and deep learning approach, AI systems are sometimes hard to interpret. I emphasize making AI decision-making processes clear and explainable, so stakeholders can trust the outcomes and actions of these systems.

Privacy and Data Protection
I prioritize data protection and privacy, ensuring compliance with laws such as EU GDPR and using privacy-preserving techniques to protect user data and build trust.

Security & Safety
The security and safety of AI systems is paramount. With my knowledge in cybersecurity, I advise on how AI solutions can be resilient against attacks and that they maintain the integrity of the data and decisions they make. Adversarial machine learning is key for the success and continuity of AI systems. 

Sustainability and Environmental Impact
I integrate sustainability into AI projects by promoting energy-efficient practices and ensuring that AI deployments contribute positively to environmental goals.

Human-Centered Design and Social Impact
My projects are designed with people at the center, focusing on accessibility, inclusivity, and social good. I aim to use AI to solve global challenges as environmental sustainability.

Legal and Regulatory Compliance
I help organizations navigate the complex regulatory landscape, ensuring AI systems comply with existing laws while contributing to the creation of new, adaptive regulations as needed.

Collaboration and Stakeholder Engagement
Effective AI governance requires collaboration. I network with diverse international stakeholders to ensure AI technologies are developed and implemented responsibly, fostering positive societal impacts.


Learn from my blog posts

My Community


proud

Member of


leading organizations where I advocate for ethical AI practices and the development of inclusive, responsible technologies:


  • WiDS Women in Data Science (USA)

  • Women on Hugging Face 

  • WiCyS Women in Cybersecurity (USA)

  • CCN Canadian Cybersecurity Network

  • WomenInData (UK)

  • The Tortora Brayda Institute (USA)

My Data Portfolio

From theorical and practical experience through my learning with MIT Education, DeepLearningAI, Hugging Face, DataCamp, here are some of my academical work.

Click on each photo to view the notebook with the data analysis and modeling techniques from logistic regression, linear regression, K-Means clustering, gradient boosting, PCA, k-nearest neighbors (k-NN), decision tree, random forest, several boosting methods, recommendation system and much more to neural networks... working with all result metrics. And also, Generative AI with DeepLearningAI and Hugging Face case studies.


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Datathon WiDS Heathcare

Data analysis & Modeling

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MIT Capstone Loan Default Prediction

Data analysis & Modeling

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MIT Hackathon  Shinkansen Travel Experience

Data analysis & Modeling

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MIT Deep Learning Music Recommendation

Data analysis & Modeling

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MIT Deep Learning Food Image Classification

Data analysis & Modeling

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DeepLearningAI GenAI

Prompt engineering

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DeepLearningAI GenAI

fine tuning LLM with Hugging Face

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DeepLearningAI GenAI

fine tuning Flan T5 - Meta hate speech

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MIT ExtraaLearn Potential Customers Prediction

Data analysis & Modeling

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Madrid Real Estate - Spanish

Data analysis

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MIT Book Recommendation Systems

Data analysis & Modeling

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MIT Hotel Booking Cancellation Prediction

Data analysis & Modeling

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Ecommerce Analysis -Spanish

Data analysis

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MIT Melbourne Housing

Data analysis & Modeling

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MIT FoodHub

Data exploration & analysis

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MIT CardioGood Fitness

Linear Regression - Data analysis

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Solar Plant - Spanish

Data analysis

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MIT SuperKart

OLS Regression - Data analysis

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DeepLearningAI Restaurant Implementation

Linear Regression - Data analysis

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DeepLearningAI University Admission 

Logistic Regression - Data analysis

Reach Out to Me

Address

Based in Paris & Cancun

Email 

hello@karine-boucher.com

Phone

+52 (998) 260 4707