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CodeSignal

Creating a Personal Tutor with DeepSeek in Ruby

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Overview

Dive into the world of AI tutoring by building a personal tutor using DeepSeek! Learn how to send queries, tweak API settings, manage tutoring sessions, and craft effective system prompts—all to offer tailored educational guidance. With DeepSeek’s API (compatible with the OpenAI SDK), you can quickly transition from theory to an interactive tutoring solution.

Syllabus

  • Unit 1: Sending a Simple Query to DeepSeek with Ruby
    • Sending Your First Message to DeepSeek
    • Switching DeepSeek Models to Improve Reasoning
    • Fixing OpenAI API Response Extraction Bug in Ruby
    • Completing a Ruby Chatbot Implementation with DeepSeek-V3
  • Unit 2: Customizing DeepSeek Tutor Responses with Model Parameters
    • Testing Baseline AI Response with Minimal Parameters
    • Adding max_tokens Parameter to Control Response Length
    • Adding Temperature Parameter to Control AI Creativity
    • Increasing AI Model Temperature to Observe Randomness Effects
    • Adding Presence Penalty Parameter to Encourage Conversation Diversity
    • Implementing Frequency Penalty to Reduce AI Response Repetition
  • Unit 3: Message Types and Session History
    • Initialize Chatbot Conversation in Ruby
    • Implementing a Basic Chatbot Interaction
    • Building Conversational Context in a Ruby Chatbot
    • Visualizing Conversation History in a Ruby Chatbot
    • Enhancing the send_message Function for Efficient Conversation Management
  • Unit 4: Personalizing Your DeepSeek Tutor with System Prompts
    • Creating AI Personas with System Prompts
    • Maintaining AI Personality Across Multiple Interactions
    • Fix System Prompt Bug in Ruby Chatbot
    • Creating a Custom AI Persona with System Prompts
  • Unit 5: Managing Multiple Tutoring Sessions with DeepSeek in Ruby
    • Implementing a Chat Session Creation Function
    • Implementing Chat Session Response Functionality
    • Integrating DeepSeek-V3 Model with Ruby Chatbot
    • Managing Multiple Chat Sessions

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