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AI PRODUCT BUILDING
Building AI Products from Scratch
Main Components of AI
● Learning Procedures:
Collecting and processing data for meaningful insights.
● Reasoning Procedures:
Selecting the most suitable algorithms for specific tasks.
● Self-adjustment Procedures:
Monitoring and adjusting algorithms for enhanced performance.
HHow to begin building AI Products?
w to begin building AI Products?
Identify the Problem
● Focus on pain points and value proposition.
● Define the problem to be solved.
Review Your Data
● Select relevant data sources.
● Data cleaning and processing for model training.
HHow to begin building AI Products?
w to begin building AI Products?
Select a Viable Platform
Cloud Frameworks
● Advantages and considerations.
● Examples: AWS, Google Cloud AI, IBM Cloud, Microsoft Azure AI.
In-house Frameworks
● Advantages and considerations.
● Examples: TensorFlow, Keras, Microsoft Cognitive Toolkit, Tableau.
HHow to begin building AI Products?
w to begin building AI Products?
Select a Programming Language
● Overview of programming languages (R, Python, Java, C++).
● Considerations for choosing a language based on needs.
Create Algorithms
● Train the algorithm with collected data.
● Optimize for high accuracy.
HHow to begin building AI Products?
w to begin building AI Products?
Implement, Monitor, and Optimize
● Feasibility check.
● Performance assessment of deployed models and algorithms.
● Key considerations for optimization.
HChallenges of Building AI Products
w to begin building AI Products?
Data Quality and Quantity
● Impact on AI algorithm effectiveness.
● Ensuring sufficient and accurate information.
Ethical Considerations
● Avoiding biases and discrimination.
● Advocating ethical and legal standards.
Challenges of Building AI Products
w to begin building AI Products?
Technical Expertise
● Workforce training or external hiring.
● Addressing the need for technical skills.
Security Concerns
● Potential for theft or misuse of information.
● Implementing security techniques.
w to begin building AI Products?
Check out more: www.datatobiz.com

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Building AI product from Scratch for C-level Executives

  • 1. AI PRODUCT BUILDING Building AI Products from Scratch
  • 2. Main Components of AI ● Learning Procedures: Collecting and processing data for meaningful insights. ● Reasoning Procedures: Selecting the most suitable algorithms for specific tasks. ● Self-adjustment Procedures: Monitoring and adjusting algorithms for enhanced performance.
  • 3. HHow to begin building AI Products? w to begin building AI Products? Identify the Problem ● Focus on pain points and value proposition. ● Define the problem to be solved. Review Your Data ● Select relevant data sources. ● Data cleaning and processing for model training.
  • 4. HHow to begin building AI Products? w to begin building AI Products? Select a Viable Platform Cloud Frameworks ● Advantages and considerations. ● Examples: AWS, Google Cloud AI, IBM Cloud, Microsoft Azure AI. In-house Frameworks ● Advantages and considerations. ● Examples: TensorFlow, Keras, Microsoft Cognitive Toolkit, Tableau.
  • 5. HHow to begin building AI Products? w to begin building AI Products? Select a Programming Language ● Overview of programming languages (R, Python, Java, C++). ● Considerations for choosing a language based on needs. Create Algorithms ● Train the algorithm with collected data. ● Optimize for high accuracy.
  • 6. HHow to begin building AI Products? w to begin building AI Products? Implement, Monitor, and Optimize ● Feasibility check. ● Performance assessment of deployed models and algorithms. ● Key considerations for optimization.
  • 7. HChallenges of Building AI Products w to begin building AI Products? Data Quality and Quantity ● Impact on AI algorithm effectiveness. ● Ensuring sufficient and accurate information. Ethical Considerations ● Avoiding biases and discrimination. ● Advocating ethical and legal standards.
  • 8. Challenges of Building AI Products w to begin building AI Products? Technical Expertise ● Workforce training or external hiring. ● Addressing the need for technical skills. Security Concerns ● Potential for theft or misuse of information. ● Implementing security techniques.
  • 9. w to begin building AI Products? Check out more: www.datatobiz.com