Introduction to AI
Artificial Intelligence (AI) has captivated the world with its capabilities, reshaping industries and our daily lives. From Google’s DeepMind AlphaGo defeating world champion Go player Lee Sedol in 2016 to OpenAI making advanced models accessible to the public in 2023, AI’s journey has been nothing short of revolutionary. The “ChatGPT moment” has become synonymous with groundbreaking success in AI technology, as companies leverage these tools for widespread impact. This course will focus on OpenAI’s ChatGPT to illustrate AI’s capabilities and explore other significant models like XAI’s Grok, Anthropic’s Claude, Google’s Gemini, and Meta’s Llama.
Running models locally
Running AI models locally offers enhanced data privacy, customization, and efficiency. This course begins with practical demonstrations of operating models like Nvidia’s ChatRTX and Jan.ai on your system. By running models locally, you maintain control over your data and tailor the models to specific needs. Nvidia’s ChatRTX requires an RTX 30 or 40 series GPU and 16GB of RAM, while Jan.ai, an open-source project, is compatible with various operating systems and offers a range of free-to-use models.
Intro to ChatGPT
ChatGPT, developed by OpenAI, is a sophisticated language model designed to generate human-like text. To access ChatGPT, navigate to OpenAI’s website, create an account, and explore its features. The course covers the different pricing tiers, with the plus plan offering access to advanced models like GPT-4. You’ll learn to navigate the interface, input prompts, manage previous interactions, and utilize custom GPT tools. We’ll also explore settings for personalized responses, including language preferences, memory settings, and security options.
Prompt engineering
Effective prompt engineering is crucial for obtaining relevant and accurate responses from ChatGPT. Crafting clear, specific, and detailed prompts helps guide the AI. For example, instead of asking “Help me with my garden,” specify “Please provide a guide on how to grow tomatoes in a warm climate, including soil preparation, watering needs, and common pests to watch for.” This course provides strategies to enhance your prompts, ensuring precise and tailored responses.
Context
Context is vital for maintaining relevance and coherence in conversations with ChatGPT. By understanding the immediate conversation history and specifics within a given prompt, ChatGPT can provide more accurate responses. For instance, if you’re planning a birthday party and ask about balloons, ChatGPT knows you’re referring to party decorations. This course emphasizes the importance of context in effective communication with AI and demonstrates how to reset context if the conversation veers off track.
Tokens & limits
Understanding tokens and limits is essential for efficient use of ChatGPT. Tokens are the basic units of text that the model processes. ChatGPT Plus has a max token limit of 4,096 per interaction and a context window of 128,000 tokens. This course explains tokenization, how to use OpenAI’s tokenizer tool, and strategies for managing token limits, ensuring smooth interactions and maintaining conversation continuity.
Limitations of AI
AI models have limitations, including biases and inaccuracies. Poor training data, developer biases, and a lack of deep understanding can lead to flawed outputs. OpenAI’s terms of service remind users not to rely solely on AI-generated information. This course discusses these limitations and emphasizes the need for critical evaluation and verification of AI responses, highlighting the importance of using AI as a tool rather than an infallible source.
Data analysis and decision making
AI can transform data analysis, offering insights and visualizations. This course demonstrates how to use ChatGPT for analyzing financial data from documents like Tesla’s quarterly reports. You’ll learn to extract key metrics, compare data, and create visual representations such as bar graphs. This hands-on approach showcases AI’s potential in making complex data more accessible and understandable.
AI for search
AI technologies are revolutionizing search engines, providing more sophisticated and personalized search results. This course explores AI-powered search engines like Perplexity.ai and ChatGPT’s integration with Bing. By understanding how AI tailors search results to individual contexts and preferences, you’ll see how AI can provide more relevant and accurate information, enhancing your search experience.
Image, video, logo generation
AI can generate images, logos, and soon videos from textual descriptions using models like OpenAI’s DALL-E. This course guides you in creating detailed prompts for generating visual content, emphasizing the importance of specifying elements like colors, mood, and perspective. You’ll learn to use AI for recognizing content in images and creating derived artworks, expanding your creative possibilities.
Coding
AI can assist in software development, generating code snippets, solving programming problems, and understanding coding concepts. This course demonstrates how to use ChatGPT to write Python programs, review and test code, and automate tasks in applications like Blender. By improving productivity and reducing errors, AI becomes a valuable tool for both beginners and experienced coders.
Customer service bot
Creating a custom chatbot for your website can enhance customer engagement. This course walks you through configuring and designing a customer service bot using OpenAI’s platform. You’ll learn to integrate specific knowledge bases, set response parameters, and refine the bot’s behavior, ensuring it provides accurate and professional assistance to users.
Translation
AI can translate text across multiple languages, from simple phrases to extensive documents. This course covers how to use ChatGPT for translations, emphasizing the need for human verification in complex or formal texts. You’ll see how AI can assist in language learning, creating flashcards with translations and phonetic pronunciations.
File conversions
AI tools offer a range of file conversion services, from text and images to audio and video. This course demonstrates how to use ChatGPT for converting files, transcribing handwritten notes, and compressing files. By leveraging AI for file conversions, you can streamline your workflow and manage documents more efficiently.
Marketing & SEO
AI can enhance your marketing strategy, from identifying target customers to creating promotional materials. This course uses a fictitious company, Kitchen Canvas, to illustrate strategies for increasing sales through customer identification, lead magnets, landing pages, and promotional content. You’ll learn to track and fine-tune your marketing efforts using AI tools.
Writing: Story, blog, dialogue
AI can improve your writing by offering grammar corrections, style suggestions, and content generation. This course demonstrates how to enhance email templates, rewrite video tutorials as blog posts, and create engaging dialogue. By using detailed prompts, you can leverage AI to streamline your writing process and produce polished content.
With these comprehensive insights, you are now equipped to harness the power of AI across various domains, enhancing your productivity, creativity, and strategic planning. Whether you’re analyzing data, coding, creating visual content, or refining your marketing strategies, AI offers powerful tools to support and elevate your efforts.
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