AI Essentials
Saïd Business School, University of Oxford · Issued
Course certificates
Certificate book · Goh Kun Ming
Certifications
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84 certificates
AI Foundations for Business Professionals Specialisation
Saïd Business School, University of Oxford · Issued
Specialisations
AI Governance
Saïd Business School, University of Oxford · Issued
Course certificates
Build AI Agents using MCP
IBM · Issued
Course certificates
Cyber Espionage and Counterintelligence
STARWEAVER · Issued
Course certificates
Generative and Agentic AI
Saïd Business School, University of Oxford · Issued
Course certificates
Go Beyond the Numbers: Translate Data into Insights
Google · Issued
Course certificates
Mathematics for Machine Learning Specialisation
Imperial College London · Issued
Specialisations
Mathematics for Machine Learning: Multivariate Calculus
Imperial College London · Issued
Course certificates
Mathematics for Machine Learning: PCA
Imperial College London · Issued
Course certificates
Advanced RAG with Vector Databases and Retrievers
IBM · Issued
Course certificates
Agentic AI with LangChain and LangGraph
IBM · Issued
Course certificates
Agentic AI with LangGraph, CrewAI, AutoGen and BeeAI
IBM · Issued
Course certificates
AI for App Building
Google · Issued
Course certificates
AI for App Deployment
Google · Issued
Course certificates
AI for Brainstorming and Planning
Google · Issued
Course certificates
AI for Content Creation
Google · Issued
Course certificates
AI for Data Analysis
Google · Issued
Course certificates
AI for Research and Insights
Google · Issued
Course certificates
AI for Writing and Communicating
Google · Issued
Course certificates
AI Fundamentals
Google · Issued
Course certificates
Build Multimodal Generative AI Applications
IBM · Issued
Course certificates
Build RAG Applications: Get Started
IBM · Issued
Course certificates
Building AI Agents and Agentic Workflows
IBM · Issued
Specialisations
Chinese for Beginners
Peking University · Issued
Course certificates
Develop Generative AI Applications: Get Started
IBM · Issued
Course certificates
Digitalisation in Aeronautics
Technical University of Munich (TUM) · Issued
Course certificates
Digitalisation in Aeronautics and Space Specialisation
Technical University of Munich (TUM) · Issued
Specialisations
Digitalisation in Space Research
Technical University of Munich (TUM) · Issued
Course certificates
Digitalisation in the Aerospace Industry
Technical University of Munich (TUM) · Issued
Course certificates
Ethical AI for Research and Innovation
University of Cambridge · Issued
Course certificates
Foundations of Data Science
Google · Issued
Course certificates
Fundamentals of Building AI Agents
IBM · Issued
Course certificates
Google AI Professional Certificate
Google · Issued
Professional certificates
Introduction to Deep Learning & Neural Networks with Keras
IBM · Issued
Course certificates
Machine Learning with Python
IBM · Issued
Course certificates
Understanding Research Methods
University of London · Issued
Course certificates
Vector Databases for RAG: An Introduction
IBM · Issued
Course certificates
AI in Global Competition: The Defense Dimension
Special Competitive Studies Project - SCSP · Issued
Course certificates
Mathematics for Machine Learning: Linear Algebra
Imperial College London · Issued
Course certificates
Python for Data Science, AI & Development
IBM · Issued
Course certificates
University Teaching
The University of Hong Kong · Issued
Course certificates
Quantum Computing For Everyone - An Introduction
Fractal · Issued
Course certificates
Ethical AI: AI Essentials For Everyone
University of Cambridge · Issued
Course certificates
Introduction to Complexity Science
Nanyang Technological University Singapore · Issued
Course certificates
Understanding 9/11: Why 9/11 Happened & How Terrorism Affects Our World Today
Duke University · Issued
Course certificates
Deep Dive into Open-Source Intelligence
LinkedIn · Issued
Course certificates
Advanced Deep Learning with Keras
DataCamp · Issued
Course certificates
Data Governance Concepts
DataCamp · Issued
Course certificates
Introduction to Data Privacy
DataCamp · Issued
Course certificates
Introduction to Data Security
DataCamp · Issued
Course certificates
Fundamentals of Deep Learning
NVIDIA · Issued
Course certificates
AI/BI for Data Analysts
Databricks · Issued
Course certificates
Get Started with SQL Analytics and BI on Databricks
Databricks · Issued
Course certificates
Working with the OpenAI API
DataCamp · Issued
Course certificates
Building Dashboards with Dash and Plotly
DataCamp · Issued
Course certificates
Data Structures and Algorithms in Python
DataCamp · Issued
Course certificates
Introduction to Data Visualization with Plotly in Python
DataCamp · Issued
Course certificates
Understanding Cloud Computing
DataCamp · Issued
Course certificates
Introduction to Object-Oriented Programming in Python
DataCamp · Issued
Course certificates
Understanding Data Science
DataCamp · Issued
Course certificates
AWS Concepts
DataCamp · Issued
Course certificates
Data Manipulation with pandas
DataCamp · Issued
Course certificates
Object-Oriented Programming in Python
DataCamp · Issued
Course certificates
Understanding Data Engineering
DataCamp · Issued
Course certificates
Writing Functions in Python
DataCamp · Issued
Course certificates
Generative AI Concepts
DataCamp · Issued
Course certificates
Introduction to Deep Learning with Keras
DataCamp · Issued
Course certificates
Introduction to Functions in Python
DataCamp · Issued
Course certificates
Learning LinkedIn for Students
LinkedIn · Issued
Course certificates
Python Toolbox
DataCamp · Issued
Course certificates
Rock Your LinkedIn Profile
LinkedIn · Issued
Course certificates
Understanding Machine Learning
DataCamp · Issued
Course certificates
Intermediate Data Visualization with Seaborn
DataCamp · Issued
Course certificates
Introduction to Data Visualization with Matplotlib
DataCamp · Issued
Course certificates
Introduction to Data Visualization with Seaborn
DataCamp · Issued
Course certificates
Intermediate SQL
DataCamp · Issued
Course certificates
Introduction to SQL
DataCamp · Issued
Course certificates
Joining Data in SQL
DataCamp · Issued
Course certificates
Understanding Artificial Intelligence
DataCamp · Issued
Course certificates
Intermediate Python
DataCamp · Issued
Course certificates
Introduction to Python
DataCamp · Issued
Course certificates
Supervised Learning with scikit-learn
DataCamp · Issued
Course certificates
Occupational First Aid Certificate
St John Singapore · Issued
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Course descriptions and certificates are shown in their original language.
Certificate details
AI Essentials
Saïd Business School, University of Oxford
- Issued
- Course grade
- 92%
Foundations of machine learning, neural networks and deep learning, with practical applications and limitations across industries.
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AI Foundations for Business Professionals Specialisation
Saïd Business School, University of Oxford
- Issued
A three-course specialisation covering AI foundations, generative and agentic systems, and responsible governance for organisational use.
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AI Governance
Saïd Business School, University of Oxford
- Issued
- Course grade
- 97%
Governance for ethical, transparent and accountable AI, including risk evaluation and strategies for trustworthy deployment.
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Build AI Agents using MCP
IBM
- Issued
- Course grade
- 85.85%
Model Context Protocol architecture and FastMCP server development, client connections over STDIO and Streamable HTTP, and permission-based safeguards for agent workflows.
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Cyber Espionage and Counterintelligence
STARWEAVER
- Issued
- Course grade
- 95%
Cyber espionage motivations and tactics, advanced persistent threats, defensive governance, threat intelligence and counterintelligence strategies.
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Generative and Agentic AI
Saïd Business School, University of Oxford
- Issued
- Course grade
- 98%
Using prompts, fine-tuning and retrieval to guide generative AI systems, alongside evaluation of agentic AI capabilities and risks.
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Go Beyond the Numbers: Translate Data into Insights
- Issued
- Course grade
- 94%
This course explores exploratory data analysis (EDA) and data storytelling using Python and Tableau. It covers the PACE framework, data discovery, structuring, cleaning, joining, validation, missing values, outliers, and categorical encoding. The course also focuses on ethical and accessible data visualization, stakeholder communication, and translating technical findings into compelling insights, culminating in an EDA and visualization portfolio project.
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Mathematics for Machine Learning Specialisation
Imperial College London
- Issued
This three-course specialization develops the mathematical foundations of machine learning through linear algebra, multivariate calculus, and principal component analysis. It covers vectors, matrices, transformations, derivatives, gradients, Jacobians, optimisation, regression, dimensionality reduction, and PCA, connecting mathematical theory to practical applications including data representation, model training, and neural networks.
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Mathematics for Machine Learning: Multivariate Calculus
Imperial College London
- Issued
- Course grade
- 94.54%
This course explores multivariate calculus and its applications in machine learning, covering differentiation, partial derivatives, Jacobians, Hessians, and the multivariate chain rule. It connects calculus to neural networks through backpropagation and examines Taylor series, linearisation, Newton-Raphson, gradient descent, and Lagrange multipliers. The course culminates in applying optimisation and chi-squared methods to linear and nonlinear regression using Python.
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Mathematics for Machine Learning: PCA
Imperial College London
- Issued
- Course grade
- 100%
This course explores the mathematical foundations of Principal Component Analysis (PCA) and dimensionality reduction from a geometric perspective. It covers dataset statistics, covariance, linear transformations, inner products, distances, angles, orthogonality, and orthogonal projections. The course culminates in deriving and implementing PCA, with Python and NumPy exercises applying these concepts to high-dimensional data and image datasets.
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Advanced RAG with Vector Databases and Retrievers
IBM
- Issued
- Course grade
- 85.71%
Covers vector database indexing, advanced retrieval with LlamaIndex and LangChain, and building retrieval-augmented generation applications with FAISS and Gradio interfaces.
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Agentic AI with LangChain and LangGraph
IBM
- Issued
- Course grade
- 91.90%
Building AI agents with LangChain and LangGraph, including memory, conditional workflows and collaborative agents. Topics include reflection, tool use and retrieval-augmented generation for routing questions and grounding responses.
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Agentic AI with LangGraph, CrewAI, AutoGen and BeeAI
IBM
- Issued
- Course grade
- 100%
Designing agentic applications with LangGraph, CrewAI, BeeAI and AutoGen. Topics include selecting frameworks, organising tools and tasks, coordinating multiple agents and implementing conversation-driven workflows.
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AI for App Building
- Issued
- Course grade
- 100%
Identifying useful AI-assisted applications and translating natural-language requirements into working prototypes with Google AI Studio.
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AI for App Deployment
- Issued
- Course grade
- 100%
Using AI to plan, test and debug application prototypes, prepare them for users, ground them in documents and manage access permissions.
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AI for Brainstorming and Planning
- Issued
- Course grade
- 80%
Explores using AI to generate and prioritize ideas, assess project risks and dependencies, and organize planning documents in a shared knowledge hub.
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AI for Content Creation
- Issued
- Course grade
- 80%
Covers creating visual materials with Gemini, improving presentations in Google Slides, applying brand guidelines, and requesting AI feedback to refine creative work.
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AI for Data Analysis
- Issued
- Course grade
- 83.33%
AI-assisted success metrics, data cleaning, spreadsheet formulas and visualisations for communicating insights.
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AI for Research and Insights
- Issued
- Course grade
- 100%
Covers combining research sources with Gemini, organizing multimodal information, creating a custom AI expert, and checking generated findings against supporting documentation.
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AI for Writing and Communicating
- Issued
- Course grade
- 80%
Covers summarizing meetings, refining writing through Gemini feedback, adapting messages to different audiences, and practicing workplace conversations with AI.
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AI Fundamentals
- Issued
- Course grade
- 100%
Introduces generative AI for professional work, structured prompting, evaluation of accuracy and bias, responsible use, and identifying suitable opportunities for AI assistance.
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Build Multimodal Generative AI Applications
IBM
- Issued
- Course grade
- 85.71%
Covers combining text, speech, images, and video in generative AI applications, including chatbots and media generation with model platforms and application frameworks.
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Build RAG Applications: Get Started
IBM
- Issued
- Course grade
- 82.38%
Introduces retrieval-augmented generation, compares LlamaIndex with LangChain, and covers building Python applications with interactive Gradio interfaces.
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Building AI Agents and Agentic Workflows
IBM
- Issued
An IBM specialization in building AI agents, covering memory, iterative and conditional workflows, retrieval-augmented generation and reflection. It also explores coordinating agents with frameworks including CrewAI, BeeAI and AutoGen.
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Chinese for Beginners
Peking University
- Issued
- Course grade
- 97.45%
An introduction to Chinese communication, covering everyday vocabulary, grammar, listening comprehension and spoken expression. The course develops foundational language skills for understanding and participating in simple conversations.
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Develop Generative AI Applications: Get Started
IBM
- Issued
- Course grade
- 85.71%
Introduces generative AI and LangChain, prompt templates, chains and agents, Flask web applications with structured JSON responses, and selecting language models for specific tasks.
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Digitalisation in Aeronautics
Technical University of Munich (TUM)
- Issued
- Course grade
- 100%
Surveys digital tools used in aviation research, their widespread role in contemporary work, and the increasing complexity of aircraft-related systems.
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Digitalisation in Aeronautics and Space Specialisation
Technical University of Munich (TUM)
- Issued
A three-course specialisation exploring how digitalisation changes aerospace industry workflows, space research and aeronautics.
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Digitalisation in Space Research
Technical University of Munich (TUM)
- Issued
- Course grade
- 91.40%
Explores digital tools for space research, risks and scientific challenges in space travel, and the influence of digitalisation on satellite navigation.
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Digitalisation in the Aerospace Industry
Technical University of Munich (TUM)
- Issued
- Course grade
- 93.86%
Examines how research and industry interact, how digitalisation changes production requirements, and how digital technologies are applied in aerospace research and manufacturing.
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Ethical AI for Research and Innovation
University of Cambridge
- Issued
- Course grade
- 90%
Responsible use of AI in research and innovation, bringing together research design, ethical data practices and prompt engineering. The course explores AI-enabled workflows and tools in a research setting.
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Foundations of Data Science
- Issued
- Course grade
- 93%
An introduction to advanced analytics work and the role of data in decisions. Topics include responsible data use, privacy, stakeholder communication and planning projects with clear team responsibilities.
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Fundamentals of Building AI Agents
IBM
- Issued
- Course grade
- 95.23%
Foundations of independent AI agents, from reasoning and tool calls to chained workflows. Practical topics include LangChain agents for data analysis, visualisation and database queries, supported by prompt engineering.
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Google AI Professional Certificate
- Issued
An eight-course professional certificate covering responsible AI use for planning, research, communication, content creation, data analysis, and application building and deployment.
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Introduction to Deep Learning & Neural Networks with Keras
IBM
- Issued
- Course grade
- 86.87%
Introduces neural network concepts and training challenges, Keras models for regression and classification, performance evaluation, and architectures including convolutional networks, recurrent networks, and transformers.
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Machine Learning with Python
IBM
- Issued
- Course grade
- 94.04%
Applied machine learning with Python and scikit-learn, covering regression, classification, clustering and reducing dimensionality. Practical work includes model evaluation, validation and optimisation using real-world datasets.
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Understanding Research Methods
University of London
- Issued
- Course grade
- 86%
An introduction to research design and methodology, with attention to qualitative approaches, collecting evidence and communicating findings. The course also considers ethical standards in planning and carrying out research.
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Vector Databases for RAG: An Introduction
IBM
- Issued
- Course grade
- 78.57%
Introduces vector database use cases, ChromaDB collection operations, similarity search and recommendation techniques, and the internal mechanisms of retrieval-augmented generation.
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AI in Global Competition: The Defense Dimension
Special Competitive Studies Project - SCSP
- Issued
- Course grade
- 100%
An examination of AI in defence and international competition, including autonomous systems, strategic rivalry and the implications of open and closed AI architectures for national security and innovation.
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Mathematics for Machine Learning: Linear Algebra
Imperial College London
- Issued
- Course grade
- 96%
Linear algebra foundations for machine learning, connecting mathematical reasoning with data transformations and dimensionality reduction. The course includes applied mathematics and computational work in a data science context.
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Python for Data Science, AI & Development
IBM
- Issued
- Course grade
- 82.50%
Python programming for data and AI, covering core syntax, collections, control flow, functions and classes. Practical work introduces NumPy, pandas, notebooks and retrieving web data through APIs and scraping.
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University Teaching
The University of Hong Kong
- Issued
- Course grade
- 96.13%
University teaching practices covering how students learn, curriculum planning and course design. Topics include engaging learners, preparing lessons and syllabuses, and adapting instruction to different learning needs.
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Quantum Computing For Everyone - An Introduction
Fractal
- Issued
- Course grade
- 100%
An introduction to quantum computing, connecting basic quantum mechanics and algorithms with the mathematics they use. The course considers practical computing platforms, potential applications and wider ethical and societal implications.
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Ethical AI: AI Essentials For Everyone
University of Cambridge
- Issued
- Course grade
- 98.34%
An introduction to ethical AI and its effects on people and society. Real-world examples support critical thinking about responsible use, alongside basic AI literacy and familiarity with prompt engineering tools.
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Introduction to Complexity Science
Nanyang Technological University Singapore
- Issued
- Course grade
- 90.62%
Exploring complex systems through mathematical analysis, forecasting, networks and agent-based modelling. The course considers real-world applications and how to assess resilience, robustness and sustainability in interconnected systems.
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Understanding 9/11: Why 9/11 Happened & How Terrorism Affects Our World Today
Duke University
- Issued
- Course grade
- 90%
A study of the historical and political context of 9/11 and its continuing effects. Topics connect international relations, public policy, diplomacy and national security with broader social and cultural understanding.
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Deep Dive into Open-Source Intelligence
- Issued
Open-source intelligence techniques for gathering and assessing publicly available information. Topics include passive and active reconnaissance, advanced search methods, and investigating organisations and individuals for research and security purposes.
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Advanced Deep Learning with Keras
DataCamp
- Issued
Advanced deep learning study using Keras, recorded as a four-hour course by DataCamp.
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Data Governance Concepts
DataCamp
- Issued
Data governance concepts, explored in a two-hour DataCamp course.
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Introduction to Data Privacy
DataCamp
- Issued
An introduction to data privacy, completed as a two-hour DataCamp course.
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Introduction to Data Security
DataCamp
- Issued
A two-hour introduction to data security, completed through DataCamp.
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Fundamentals of Deep Learning
NVIDIA
- Issued
NVIDIA course in deep learning fundamentals, completed with a Certificate of Competency confirming successful demonstration of the course requirements.
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AI/BI for Data Analysts
Databricks
- Issued
Databricks Academy course focused on AI and business intelligence for data analysts.
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Get Started with SQL Analytics and BI on Databricks
Databricks
- Issued
An introductory Databricks course covering SQL analytics and business intelligence on the platform.
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Working with the OpenAI API
DataCamp
- Issued
Working with the OpenAI API, through a three-hour DataCamp course.
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Building Dashboards with Dash and Plotly
DataCamp
- Issued
Dashboard development with Dash and Plotly, completed as a four-hour DataCamp course.
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Data Structures and Algorithms in Python
DataCamp
- Issued
Core Python data structures and algorithms, including linked lists, stacks, queues, trees and graphs. Covers depth-first and breadth-first search, plus bubble, merge and quicksort techniques for solving problems efficiently.
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Introduction to Data Visualization with Plotly in Python
DataCamp
- Issued
An introductory course in data visualisation with Plotly in Python, with a course length of four hours.
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Understanding Cloud Computing
DataCamp
- Issued
A two-hour DataCamp introduction to cloud computing concepts.
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Introduction to Object-Oriented Programming in Python
DataCamp
- Issued
An introduction to object-oriented programming in Python, completed through a three-hour DataCamp course.
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Understanding Data Science
DataCamp
- Issued
A two-hour DataCamp introduction to the field of data science.
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AWS Concepts
DataCamp
- Issued
Foundational concepts of Amazon Web Services, explored in a two-hour DataCamp course.
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Data Manipulation with pandas
DataCamp
- Issued
Using pandas to manipulate data, completed as a four-hour DataCamp course.
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Object-Oriented Programming in Python
DataCamp
- Issued
Object-oriented Python programming, covered in a four-hour DataCamp course.
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Understanding Data Engineering
DataCamp
- Issued
A two-hour DataCamp course introducing the field of data engineering.
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Writing Functions in Python
DataCamp
- Issued
A four-hour DataCamp course dedicated to writing Python functions.
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Generative AI Concepts
DataCamp
- Issued
A two-hour DataCamp course focused on the concepts behind generative artificial intelligence.
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Introduction to Deep Learning with Keras
DataCamp
- Issued
An introduction to deep learning using Keras, completed through a four-hour DataCamp course.
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Introduction to Functions in Python
DataCamp
- Issued
Python function fundamentals, taught in a three-hour introductory course from DataCamp.
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Learning LinkedIn for Students
- Issued
Using LinkedIn as a student, through a LinkedIn Learning course with a recorded length of 1 hour 19 minutes.
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Python Toolbox
DataCamp
- Issued
Python programming tools, explored through DataCamp’s four-hour Python Toolbox course.
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Rock Your LinkedIn Profile
- Issued
Profile development on LinkedIn, through the 2019 edition of this LinkedIn Learning course. The certificate records a course length of 1 hour 16 minutes.
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Understanding Machine Learning
DataCamp
- Issued
An introduction to machine learning concepts, completed through a two-hour DataCamp course.
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Intermediate Data Visualization with Seaborn
DataCamp
- Issued
Intermediate data visualisation with Seaborn, covered in a four-hour DataCamp course.
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Introduction to Data Visualization with Matplotlib
DataCamp
- Issued
An introduction to data visualisation using Matplotlib, completed through a four-hour DataCamp course.
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Introduction to Data Visualization with Seaborn
DataCamp
- Issued
An introduction to data visualisation using Seaborn, completed through a four-hour DataCamp course.
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Intermediate SQL
DataCamp
- Issued
SQL study at an intermediate level, completed through a four-hour DataCamp course.
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Introduction to SQL
DataCamp
- Issued
A two-hour introduction to SQL, completed through DataCamp.
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Joining Data in SQL
DataCamp
- Issued
Combining data using SQL joins, the focus of a four-hour DataCamp course.
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Understanding Artificial Intelligence
DataCamp
- Issued
A two-hour overview of artificial intelligence from DataCamp.
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Intermediate Python
DataCamp
- Issued
Python programming at an intermediate level, completed through a four-hour DataCamp course.
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Introduction to Python
DataCamp
- Issued
A four-hour introduction to Python programming, completed through DataCamp.
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Supervised Learning with scikit-learn
DataCamp
- Issued
Supervised machine learning with scikit-learn, covered in a four-hour DataCamp course.
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Occupational First Aid Certificate
St John Singapore
- Issued
- Expired
A credential in Occupational First Aid Certificate, issued by St John Singapore. This record is listed on my LinkedIn profile.
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Course descriptions and certificates are shown in their original language.