Chatgpt-OpenAI Introduction.pptx
- 1. OpenAI is an AI research and deployment company. Mission is to ensure that artificial general intelligence benefits all of humanity. 24 September 2023
- 2. OpenAI is an artificial intelligence research laboratory consisting of the for- profit OpenAI LP and its parent company, the non-profit OpenAI Inc. 24 September 2023 Dr. Gian Devi Assistant Professor Department of Computer Science Govt. College for Girls Gurugram ChatGPT OpenAI
- 3. OpenAI CEO 2021, ………. is the current CEO of OpenAI. 24 September 2023
- 4. OpenAI Founded The company was founded with the goal of developing and promoting friendly AI in a responsible way, with a focus on transparency and open research. …………….. …………... John Schulman Ilya Sutskever Greg Brockman Wojciech Zaremba 24 September 2023
- 5. OpenAI Milestones OpenAI is an artificial intelligence research laboratory consisting of the for- profit OpenAI LP and its parent company, the non-profit OpenAI Inc. Generative Models June 16, 2016 Ingredients for Robotics Research February 26, 2018 Solving Rubik’s Cube with a Robot Hand October 15, 2019 Multimodal Neurons in Artificial Neural Networks March 4, 2021 24 September 2023
- 6. Technologies Our API has been deployed in thousands of applications with tasks ranging from helping people learn new languages to solving complex classification problems. Artificial Intelligence ChatGpt Deep Learning Machine Learning Machine Learning is a subset of AI that involves using algorithms to learn from data and make predictions based on that data. In the case of ChatGPT, machine learning is used to train the model on a massive corpus of text data and make predictions about the next word in a sentence based on the previous words. In the case of ChatGPT, deep learning is used to train the model’s transformer architecture, which is a type of neural network that has been successful in various NLP tasks. The transformer architecture enables ChatGPT to understand and generate text in a way that is coherent and natural-sounding. 24 September 2023 Artificial Intelligence (AI) refers to the development of computer systems that can perform tasks typically requiring human intelligence, such as understanding natural language, recognizing patterns, solving problems, and making decisions. ChatGPT is trained on a diverse range of text data, making it a versatile tool for tasks ranging from chatbots and virtual assistants to content creation and text- based problem-solving. It is designed for natural language understanding and generation, enabling it to engage in text-based conversations, answer questions, and assist users across various domains.
- 7. ChatGPT ChatGPT is a large language model. It is based on the transformer architecture and is trained on a dataset of internet text to generate human-like responses to natural language prompts. It is capable of performing a wide range of language tasks such as question answering, text completion, and language translation. The model's performance can be fine-tuned for specific applications by training it on a task-specific dataset. 24 September 2023
- 8. ChatGPT’s Goals The goals of The goal of ChatGPT is to facilitate natural and meaningful human-computer interactions by generating coherent and contextually relevant text-based responses. 24 September 2023
- 9. Architecture Chat_GPT ChatGPT is based on the transformer architecture, a type of neural network that was first introduced in the paper “Attention is All You Need” by Vaswani et al. The transformer architecture allows for parallel processing, which makes it well- suited for processing sequences of data such as text. ChatGPT uses the PyTorch library, an open-source machine learning library, for implementation. 24 September 2023
- 10. How does it work? The team also includes software engineers, who develop and maintain the company's software infrastructure, and a business development team focusing on partnerships and commercializing OpenAI's technology.Overall, the OpenAI team is a diverse group of experts from different fields dedicated to advancing state of the art in AI and making it more beneficial to humanity. 24 September 2023
- 11. Tokenization and Tokens in ChatGPT Tokenization is the process of dividing the input text into individual tokens, where each token represents a single unit of meaning. In ChatGPT, tokens are usually words or sub words, and each token is assigned a unique numerical identifier called a token ID. 24 September 2023
- 12. Training Process Of ChatGPT 1. Pre Training OpenAI conducts research in a variety of areas related to AI. Research aims to advance the state of the art in AI and make it more beneficial to humanity. 2. Fine Tuning OpenAI develops advanced AI technologies that can perform a wide range of tasks, such as language translation and image generation. The training process of ChatGPT is a complex and multi-step process. The main purpose of this process is to fine-tune the model’s parameters so that it can produce outputs that are in line with the expected results. The main objective of this phase is to obtain the representation of text data in the form of token embedding. These token embedding are learned through the transformer encoder blocks that are trained on the large corpus of text data. The objective of this phase is to adapt the model to the specific task and fine-tune the parameters so that the model can produce outputs that are in line with the expected results. One of the most important things in the fine-tuning phase is the selection of the appropriate prompts. 24 September 2023
- 13. Featured 01 02 03 04 05 Input Layer Feed Forward NN Multi Head Mechanism Transformer Block Embedding Layer ChatGPT is made up of a series of layers, each of which performs a specific task. 24 September 2023
- 14. ChatGPT Usage Language Generation Question Answering Text Completion Language Translation Summarization 24 September 2023
- 15. ChatGPT Advantage There are several advantages to using ChatGPT or other large language models like it: 6. Flexibility 4. Speed 5. Easy to use 1. High Quality of Generated Text 3. Large Vocabulary 2. Cost effective 24 September 2023
- 16. How To Get Chat GPT? Step 1: Create an account on the OpenAI website. Step 2: Obtain an API key, which you'll use to authenticate your API calls. Step 3: Use one of the API client libraries provided by OpenAI, such as the Python library, to interact with the API in your code. Step 4: You can use the API to generate text in a variety of formats and lengths, and control the level of completeness of the generated text. 24 September 2023
- 17. Build An Application Text completion Generate and edit text Image generation Generate and edit images Fine-tuning Train a model for your use case Code completion Generate, edit, and explain code Embeddings Search, classify, and compare text 24 September 2023
- 18. Competitors Google Google has a large team of AI researchers and engineers working on a variety of projects, computer vision, and machine learning. Microsoft Microsoft has a strong presence in the AI field, with research efforts focused on areas such as natural language processing, computer vision, and reinforcement learning. IBM IBM has a long history of AI research and development, and has made significant contributions to the field. 24 September 2023
- 19. Bias Inaccuracy Lack of context Ethical Concern Limited Domain Knowledge Dependance on Technology 24 September 2023
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