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Dod is procurement of engineering goods. Defense acquisitions documentation ton of it can be automated using Microsoft AI but there are other operational aspects that may totally eliminate the big documentations that the entire SAM is reliant on more than the real good
I have wondered why this video hasn't had many views. I had a colleague tell me it was too technical. Hmmm? You definitely want to watch "Insights into the Fundamentals of a Simple Neural Network" and "How AI Learns to See" Parts 1 & 2, prior to viewing. That may help. I think the GAN concept is so amazing. That we can have two neural networks teach each other - pull each other up by the boot straps - is truly amazing. Think about red vs blue in a simulator. This has huge potential!
So when i thought i had the same photo twice at 13:26 i did indeed have the same photo, but i had asked for some in bright light and some in shade. The OpenAI framework took the original photo and made one light and one shaded. Good stuff!
Tell me if I have this right. The entire context window, which is the stuff I type as well as the stuff the model spits out, goes into the GPT and it uses that to predict the next word in the sequence. The autoregressive part means the predicted word is fed back around and added back to the context window and the cycle repeats. What is really going into the GPT? You talked about learned word embedding, which I know you really mean tokens, are the “input embeddings” at the beginning of the ChatGPT diagram the word embedding you talked about? It is hurting my brain trying to visualize what is really running through this model.
I think you've got it. Yes, the entire context window includes both what you type (the prompt) and what the model generates in response. This whole chunk of text is used by GPT to figure out what may come next in the sequence. Spot on with Autoregressive nature. The model predicts one word (or token) at a time, and each new word it predicts is fed back into the model as part of the input for predicting the next word. This process keeps repeating, creating a coherent sequence word by word. As to what really goes into the GPT (i.e., model), you are right, before anything goes into the Transformer architecture the text is split into smaller pieces, often called tokens. These tokens are not just the words but can be parts of words (e.g., for bigger words... you can think of tokens as root words) or even punctuation. Yes, the "Input Embeddings" shown on the GPT and Transformer diagrams in the video represent the learned word/token embeddings. It's these embeddings that actually go into the Transformer architecture. Did that answer your question? If that didn't help make me answer again. Thanks for asking.
Additional References used for creating this video: Llama 2: Open Foundation and Fine-Tuned Chat Models; Touvron et al; arxiv.org/pdf/2307.09288.pdf Geoffrey Hinton and Andrew NG - Does Ai Understand - AGI; ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-6-a33BI6fnk.htmlsi=Kua7XRDxo9G_0VL8 The Godfather in Conversation: Why Geoffrey Hinton is worried about the future of AI; ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE--9cW4Gcn5WY.html The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A“; Berglund et al; arxiv.org/pdf/2309.12288.pdf Survey of Hallucination in Natural Language Generation; Ziwei Ji et al; arxiv.org/pdf/2202.03629.pdf SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection…; by Manakul et al; arxiv.org/pdf/2303.08896.pdf Large Language Models are Zero-Shot Reasoners; Kojima et al.; arxiv.org/pdf/2205.11916.pdf Training Compute-Optimal Large Language Models; Hoffmann et al; arxiv.org/abs/2203.15556 GPT 4 Technical Report; OpenAI; arxiv.org/pdf/2303.08774.pdf Emergent Abilities of Large Language Models; Wei et al; arxiv.org/pdf/2206.07682.pdf Language Models are Few-Shot Learners; Brown et al; arxiv.org/pdf/2005.14165.pdf Voyager: An Open-Ended Embodied Agent with Large Language Models; Wang et al; arxiv.org/abs/2305.16291 AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation; Wu et al; arxiv.org/pdf/2308.08155.pdf Multimodal Learning with Transformers - A Survey; Xu et al; arxiv.org/pdf/2206.06488.pdf Small Language Model Meets with Reinforced Vision Vocabulary; Wei et al; arxiv.org/pdf/2401.12503.pdf Vary-toy demo; Wei et al; varytoy.github.io/ The capabilities of multimodal AI | Gemini Demo; ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-UIZAiXYceBI.htmlsi=dGZcn2YlUlZeqcjv America’s Cup Sailing: Using AI to make Emirates Team New Zealand fly; McKinsey & Company; ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-uXihkPI-LyM.html Dr. Will Roper | The Urgent Need for The Pentagon to Unlock AI’s Potential; ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-MadVS_IE0KM.htmlsi=kVjyneK1WeiPRPlX Topic Index: 01:08 CDAO Interim Guidance & LLM Cautions 02:23 Chatbot Arena Leaderboard 04:26 Overview of LLM Training & Resources 08:48 Training LLMs to Predicting the Next Word 11:08 Do These Models Really Understand? 12:45 Lack of Theory; Product of Trial & Error 13:18 Empirical and Strange Nature of LLMs 14:47 Hallucinations 17:05 Chain of Thought (CoT) Prompting 17:47 Suggested ChatGPT Custom Instructions 18:58 Bigger is Better and Emergent Properties 20:06 Its Not Just Size that Matters 20:49 In Context Learning 22:53 Voyager: LLMs are Problem Solvers 23:54 AI Agents and AutoGen Framework 24:32 Custom GPTs; Tailoring LLMs for Specific Use 25:26 Tool Users; Glimpses of Problem Solvers 26:01 Demo Tool Use, Problem Solving and CoT 27:12 LLMs are Quickly Becoming Multi-Modal 27:35 Transformers Good for More Than LLMs 28:22 Multi-Modal LLMs; Early & Late Fusion 30:23 More than Chatbots; Are LLMs Future CPUs? 31:15 AI & Model Based System Engineering 33:32 Using AI Agents with Simulators
"The Real Chatbot GPT" Subject: Proposal for Efficacy Assessment of 360-Degree Rotating Missile Pylon (Missile Launcher) on F-16 Wingtip for Defense Acquisition University Dear Defense Acquisition University, I hope this proposal finds you well. We are excited to present a proposition regarding the efficacy of a 360-degree rotating missile pylon, also known as a missile launcher, on the wingtip of the F-16. The purpose of this proposal is to suggest an assessment to determine the potential benefits and practicality of this innovation in enhancing the F-16's capabilities. Objective: The primary objective of this assessment is to evaluate the effectiveness and operational advantages of incorporating a 360-degree rotating missile pylon on the wingtip of the F-16 fighter aircraft. The study will focus on the potential benefits it can provide to defense operations, specifically in terms of improved target acquisition, engagement flexibility, and overall mission success rates. Methodology: 1. Research and Analysis: Conduct a comprehensive review of existing literature and case studies to identify the current limitations of the OBC (outermost wing pylon) in F-16 models and analyze the potential advantages of a rotating missile launcher. 2. Technical Feasibility: Engage with aircraft manufacturers, defense contractors, and engineering teams to assess the technical feasibility of implementing a 360-degree rotating missile pylon on the F-16, taking into account factors such as aerodynamics, weight considerations, structural integrity, and compatibility with existing systems. 3. Simulation and Modeling: Utilize advanced computer simulations and modeling techniques to simulate various combat scenarios and evaluate the benefits offered by the rotating missile launcher in terms of enhanced engagement capabilities, expanded target coverage, and improved situational awareness. 4. Cost-Benefit Analysis: Conduct a detailed cost-benefit analysis to assess the economic viability of integrating the proposed innovation into the F-16 fleet, considering factors such as development costs, procurement expenses, and potential training and operational advantages. 5. Risk Assessment: Identify and evaluate potential risks associated with integrating a 360-degree rotating missile pylon, including impacts on aircraft performance, maintenance requirements, and safety considerations. Deliverables: Upon completion of the study, the Defense Acquisition University can expect the following deliverables: 1. Comprehensive research report summarizing the findings from the literature review and case studies. 2. Technical assessment report outlining the feasibility of implementing a 360-degree rotating missile pylon on the wingtip of the F-16. 3. Simulation and modeling results presenting the advantages and potential operational enhancements offered by the rotating missile launcher. 4. Cost-benefit analysis report detailing the economic implications and potential return on investment. 5. Risk assessment report outlining potential risks and mitigation strategies related to the proposed innovation. Timeline and Budget: To determine an accurate timeline and budget for this assessment, we propose initiating discussions with relevant stakeholders and experts in the field. Once requirements and resources are determined, a detailed project plan will be provided. We believe that the evaluation of a 360-degree rotating missile pylon on the wingtip of the F-16 holds significant potential for enhancing the aircraft's capabilities, improving mission success rates, and maximizing operational efficiency. We are confident that this assessment will provide valuable insights for defense strategies and acquisition decisions. We would be delighted to meet with you and discuss this proposition further to align our goals and objectives. Thank you for considering this proposal, and we look forward to the opportunity to collaborate with the Defense Acquisition University. Sincerely, [Your Name] [Your Title/Position] [Organization Name] --------- Python ```python def proposal_for_missile_pylon(): print("Subject: Proposal for Efficacy Assessment of 360-Degree Rotating Missile Pylon (Missile Launcher) on F-16 Wingtip for Defense Acquisition University ") print("Dear Defense Acquisition University, ") print("I hope this proposal finds you well. We are excited to present a proposition regarding the efficacy of a 360-degree rotating missile pylon, also known as a missile launcher, on the wingtip of the F-16. The purpose of this proposal is to suggest an assessment to determine the potential benefits and practicality of this innovation in enhancing the F-16's capabilities. ") print("Objective:") print("The primary objective of this assessment is to evaluate the effectiveness and operational advantages of incorporating a 360-degree rotating missile pylon on the wingtip of the F-16 fighter aircraft. The study will focus on the potential benefits it can provide to defense operations, specifically in terms of improved target acquisition, engagement flexibility, and overall mission success rates. ") print("Methodology:") print("1. Research and Analysis: Conduct a comprehensive review of existing literature and case studies to identify the current limitations of the OBC (outermost wing pylon) in F-16 models and analyze the potential advantages of a rotating missile launcher.") print("2. Technical Feasibility: Engage with aircraft manufacturers, defense contractors, and engineering teams to assess the technical feasibility of implementing a 360-degree rotating missile pylon on the F-16, taking into account factors such as aerodynamics, weight considerations, structural integrity, and compatibility with existing systems.") print("3. Simulation and Modeling: Utilize advanced computer simulations and modeling techniques to simulate various combat scenarios and evaluate the benefits offered by the rotating missile launcher in terms of enhanced engagement capabilities, expanded target coverage, and improved situational awareness.") print("4. Cost-Benefit Analysis: Conduct a detailed cost-benefit analysis to assess the economic viability of integrating the proposed innovation into the F-16 fleet, considering factors such as development costs, procurement expenses, and potential training and operational advantages.") print("5. Risk Assessment: Identify and evaluate potential risks associated with integrating a 360-degree rotating missile pylon, including impacts on aircraft performance, maintenance requirements, and safety considerations. ") print("Deliverables:") print("Upon completion of the study, the Defense Acquisition University can expect the following deliverables:") print("1. Comprehensive research report summarizing the findings from the literature review and case studies.") print("2. Technical assessment report outlining the feasibility of implementing a 360-degree rotating missile pylon on the wingtip of the F-16.") print("3. Simulation and modeling results presenting the advantages and potential operational enhancements offered by the rotating missile launcher.") print("4. Cost-benefit analysis report detailing the economic implications and potential return on investment.") print("5. Risk assessment report outlining potential risks and mitigation strategies related to the proposed innovation. ") print("Timeline and Budget:") print("To determine an accurate timeline and budget for this assessment, we propose initiating discussions with relevant stakeholders and experts in the field. Once requirements and resources are determined, a detailed project plan will be provided. ") print("We believe that the evaluation of a 360-degree rotating missile pylon on the wingtip of the F-16 holds significant potential for enhancing the aircraft's capabilities, improving mission success rates, and maximizing operational efficiency. We are confident that this assessment will provide valuable insights for defense strategies and acquisition decisions. ") print("We would be delighted to meet with you and discuss this proposition further to align our goals and objectives. Thank you for considering this proposal, and we look forward to the opportunity to collaborate with the Defense Acquisition University. ") print("Sincerely,") print("[Your Name]") print("[Your Title/Position]") print("[Organization Name]") proposal_for_missile_pylon() ```
Tax funded public gyms can play a significant role in improving public health in America by addressing both physical and mental health factors. There are several key factors to consider in order to effectively achieve these improvements: 1. Accessibility: Tax funded public gyms should be strategically located and easily accessible to a wide range of communities. This ensures that people from different socio-economic backgrounds have equal opportunities to use these facilities and benefit from the associated health programs. 2. Affordability: Gym memberships and fitness classes can often be expensive, preventing many individuals from accessing these resources. Tax funded public gyms should offer affordable or subsidized membership fees, making them accessible to everyone. This helps to remove financial barriers and encourages greater participation. 3. Comprehensive Facilities: Well-equipped gyms should offer a diverse range of exercise equipment, such as cardio machines, weightlifting equipment, and functional training areas. These facilities should also include multipurpose rooms for group fitness classes, such as yoga, Zumba, or Pilates, which can target different fitness levels and preferences. 4. Expert Guidance: Trained fitness professionals, such as exercise physiologists or personal trainers, should be available at tax funded public gyms. Their role is to provide guidance, help set fitness goals, and design individualized workout plans for gym users. This expertise is crucial in promoting safe and effective exercise routines. 5. Health Education: In addition to physical fitness, tax funded public gyms should also focus on providing health education to gym users. This can include proper warm-up and cool-down techniques, injury prevention strategies, nutrition guidance, and information on overall wellness. These educational resources can help individuals make informed choices and adopt healthy lifestyle habits beyond the gym. 6. Mental Health Programs: Public gyms can go beyond physical health considerations and prioritize mental well-being as well. Incorporating mental health programs, such as stress management classes, meditation sessions, or counseling services, can greatly benefit individuals who may be dealing with anxiety, depression, or other mental health challenges. These programs can provide a holistic approach to improving overall health. 7. Community Engagement: Tax funded public gyms should actively engage with the community and encourage participation through outreach programs, events, and partnerships with local organizations. This helps create a sense of community ownership and fosters social connections, which are important for both physical and mental health. By focusing on these factors, tax funded public gyms can contribute to the improvement of public health in America by promoting regular physical activity, offering affordable fitness resources, and addressing mental health needs. This can lead to reduced rates of chronic diseases, improved overall fitness levels, increased mental well-being, and ultimately a healthier population.
Subject: Proposal for Revitalizing Inner Cities through Community Service-Based Utility Bill Payment Program 1. Introduction We write this proposal to present an innovative approach for holistic urban revitalization, focused on renovating decaying inner cities. Our primary objective is to address the challenges faced by citizens living in poverty, specifically by providing them an opportunity to pay for their utility bills through community service programs. By doing so, we aim to promote better public health, enhance the quality of life, and develop modern landscapes in the urban core. 2. Background Inner cities across the country have long suffered from neglect, resulting in decayed infrastructure, increased poverty rates, and limited access to essential services. This deteriorating environment negatively impacts public health, quality of life, and overall well-being. To combat these issues, it is imperative to undertake comprehensive efforts that prioritize the needs of the community. 3. Proposal Details 3.1 Program Structure Our proposed program, called "CommunityService+: Building a Better Future," establishes an avenue for individuals living in poverty to contribute to their community and alleviate their financial burden by offering the option to pay their utility bills through community service. Participants will be able to select from a range of community service opportunities tailored to their skills and interests. 3.2 Integration with Utility Companies To implement this program successfully, partnership with local utility companies is vital. Coordination with utility companies will involve setting up a mechanism that allows citizens in poverty to allocate their community service hours towards their utility bill payments. This integration will guarantee transparency, accountability, and fair assessment of the services rendered. 3.3 Community Service Opportunities An extensive list of community service opportunities will be developed to cover a wide range of needs, allowing participants to choose their preferred areas of involvement. For example, activities may include neighborhood cleaning, park maintenance, community garden projects, infrastructure repair, or participation in educational programs for children in need. 4. Expected Outcomes 4.1 Public Health Improvement By encouraging citizens in poverty to engage in community service activities, we aim to address underlying health issues associated with living in decaying environments. Regular engagement in physical activities, access to cleaner public spaces, and an enhanced sense of community will contribute to better public health outcomes. 4.2 Enhanced Quality of Life Revitalizing inner cities through community service will promote a sense of unity, purpose, and pride among participants. Through active involvement, we envision improved mental well-being, increased social interaction, and an overall upliftment in the quality of life for all community members. 4.3 Modern Landscape The benefits of community service-based utility bill payments will extend beyond personal growth and well-being. Engaging citizens in the process of renovating and rejuvenating their neighborhoods will lead to visually appealing, modern landscapes. These vibrant surroundings will attract investment, boost local businesses, and provide an impetus for sustainable urban development. 5. Funding and Sustainability To ensure the program's long-term sustainability, we propose a combination of public-private partnerships, grants, and contributions from local businesses. Collaboration with local non-profit organizations and governmental agencies will play a vital role in securing financial resources and providing necessary infrastructure. 6. Conclusion The "CommunityService+: Building a Better Future" program is a community-driven approach to revitalizing decaying inner cities, focusing on public health, quality of life, and modern landscapes. By providing citizens in poverty the opportunity to pay utility bills through community service, we empower communities, foster inclusivity, and promote socio-economic growth. Together, we can embark on this transformative journey and build thriving urban centers that benefit all residents. Thank you for considering our proposal. We look forward to discussing the details further and working together to make a lasting impact on our decaying inner cities. [Your Name] [Your Title/Position] [Your Contact Information] Community Services And Utility Bills
13:55 Gee, why would any company want an AI that can spontaneously generate 1,000's of positive reviews about a product? I don't understand why people don't understand that the majority of reviews on Amazon are completely fake. You can artificially boost your product with positive reviews, and you can sink your competitors product with negative reviews, and all of it is nothing but lies. Soon the majority of the content on the internet will be nothing but AI spam, like you email inbox filling up with worthless garbage.
"The Real Chatbot GPT" Subject: Proposal for Efficacy Assessment of 360-Degree Rotating Missile Pylon (Missile Launcher) on F-16 Wingtip for Defense Acquisition University Dear Defense Acquisition University, I hope this proposal finds you well. We are excited to present a proposition regarding the efficacy of a 360-degree rotating missile pylon, also known as a missile launcher, on the wingtip of the F-16. The purpose of this proposal is to suggest an assessment to determine the potential benefits and practicality of this innovation in enhancing the F-16's capabilities. Objective: The primary objective of this assessment is to evaluate the effectiveness and operational advantages of incorporating a 360-degree rotating missile pylon on the wingtip of the F-16 fighter aircraft. The study will focus on the potential benefits it can provide to defense operations, specifically in terms of improved target acquisition, engagement flexibility, and overall mission success rates. Methodology: 1. Research and Analysis: Conduct a comprehensive review of existing literature and case studies to identify the current limitations of the OBC (outermost wing pylon) in F-16 models and analyze the potential advantages of a rotating missile launcher. 2. Technical Feasibility: Engage with aircraft manufacturers, defense contractors, and engineering teams to assess the technical feasibility of implementing a 360-degree rotating missile pylon on the F-16, taking into account factors such as aerodynamics, weight considerations, structural integrity, and compatibility with existing systems. 3. Simulation and Modeling: Utilize advanced computer simulations and modeling techniques to simulate various combat scenarios and evaluate the benefits offered by the rotating missile launcher in terms of enhanced engagement capabilities, expanded target coverage, and improved situational awareness. 4. Cost-Benefit Analysis: Conduct a detailed cost-benefit analysis to assess the economic viability of integrating the proposed innovation into the F-16 fleet, considering factors such as development costs, procurement expenses, and potential training and operational advantages. 5. Risk Assessment: Identify and evaluate potential risks associated with integrating a 360-degree rotating missile pylon, including impacts on aircraft performance, maintenance requirements, and safety considerations. Deliverables: Upon completion of the study, the Defense Acquisition University can expect the following deliverables: 1. Comprehensive research report summarizing the findings from the literature review and case studies. 2. Technical assessment report outlining the feasibility of implementing a 360-degree rotating missile pylon on the wingtip of the F-16. 3. Simulation and modeling results presenting the advantages and potential operational enhancements offered by the rotating missile launcher. 4. Cost-benefit analysis report detailing the economic implications and potential return on investment. 5. Risk assessment report outlining potential risks and mitigation strategies related to the proposed innovation. Timeline and Budget: To determine an accurate timeline and budget for this assessment, we propose initiating discussions with relevant stakeholders and experts in the field. Once requirements and resources are determined, a detailed project plan will be provided. We believe that the evaluation of a 360-degree rotating missile pylon on the wingtip of the F-16 holds significant potential for enhancing the aircraft's capabilities, improving mission success rates, and maximizing operational efficiency. We are confident that this assessment will provide valuable insights for defense strategies and acquisition decisions. We would be delighted to meet with you and discuss this proposition further to align our goals and objectives. Thank you for considering this proposal, and we look forward to the opportunity to collaborate with the Defense Acquisition University. Sincerely, [Your Name] [Your Title/Position] [Organization Name] --------- Python ```python def proposal_for_missile_pylon(): print("Subject: Proposal for Efficacy Assessment of 360-Degree Rotating Missile Pylon (Missile Launcher) on F-16 Wingtip for Defense Acquisition University ") print("Dear Defense Acquisition University, ") print("I hope this proposal finds you well. We are excited to present a proposition regarding the efficacy of a 360-degree rotating missile pylon, also known as a missile launcher, on the wingtip of the F-16. The purpose of this proposal is to suggest an assessment to determine the potential benefits and practicality of this innovation in enhancing the F-16's capabilities. ") print("Objective:") print("The primary objective of this assessment is to evaluate the effectiveness and operational advantages of incorporating a 360-degree rotating missile pylon on the wingtip of the F-16 fighter aircraft. The study will focus on the potential benefits it can provide to defense operations, specifically in terms of improved target acquisition, engagement flexibility, and overall mission success rates. ") print("Methodology:") print("1. Research and Analysis: Conduct a comprehensive review of existing literature and case studies to identify the current limitations of the OBC (outermost wing pylon) in F-16 models and analyze the potential advantages of a rotating missile launcher.") print("2. Technical Feasibility: Engage with aircraft manufacturers, defense contractors, and engineering teams to assess the technical feasibility of implementing a 360-degree rotating missile pylon on the F-16, taking into account factors such as aerodynamics, weight considerations, structural integrity, and compatibility with existing systems.") print("3. Simulation and Modeling: Utilize advanced computer simulations and modeling techniques to simulate various combat scenarios and evaluate the benefits offered by the rotating missile launcher in terms of enhanced engagement capabilities, expanded target coverage, and improved situational awareness.") print("4. Cost-Benefit Analysis: Conduct a detailed cost-benefit analysis to assess the economic viability of integrating the proposed innovation into the F-16 fleet, considering factors such as development costs, procurement expenses, and potential training and operational advantages.") print("5. Risk Assessment: Identify and evaluate potential risks associated with integrating a 360-degree rotating missile pylon, including impacts on aircraft performance, maintenance requirements, and safety considerations. ") print("Deliverables:") print("Upon completion of the study, the Defense Acquisition University can expect the following deliverables:") print("1. Comprehensive research report summarizing the findings from the literature review and case studies.") print("2. Technical assessment report outlining the feasibility of implementing a 360-degree rotating missile pylon on the wingtip of the F-16.") print("3. Simulation and modeling results presenting the advantages and potential operational enhancements offered by the rotating missile launcher.") print("4. Cost-benefit analysis report detailing the economic implications and potential return on investment.") print("5. Risk assessment report outlining potential risks and mitigation strategies related to the proposed innovation. ") print("Timeline and Budget:") print("To determine an accurate timeline and budget for this assessment, we propose initiating discussions with relevant stakeholders and experts in the field. Once requirements and resources are determined, a detailed project plan will be provided. ") print("We believe that the evaluation of a 360-degree rotating missile pylon on the wingtip of the F-16 holds significant potential for enhancing the aircraft's capabilities, improving mission success rates, and maximizing operational efficiency. We are confident that this assessment will provide valuable insights for defense strategies and acquisition decisions. ") print("We would be delighted to meet with you and discuss this proposition further to align our goals and objectives. Thank you for considering this proposal, and we look forward to the opportunity to collaborate with the Defense Acquisition University. ") print("Sincerely,") print("[Your Name]") print("[Your Title/Position]") print("[Organization Name]") proposal_for_missile_pylon() ```
Time Index: 00:00 Introduction 02:22 Simple Single Neuron RNN Example: 04:26 RNNs Show Early Progress for Natural Language Processing: 07:55 Pioneers Like Yoshua Bengio Help to Thaw the AI Winter: 11:10 Progress Resumes for RNNs & Natural Language: 14:36 Limitations of Scaling RNNs 15:00 Transformers / Attention Is All You Need 16:09 Self Attention / Multi-Headed Self Attention and the FFN 19:22 OpenAI's Modified Transformer and GPTs (GPT-1 through ChatGPT 4) 26:58 Other Large Language Models and next video's topics
Integrating Circuitry Into Cast Molds Can Allow For Planned Obsellesence,The Component In A System Can When Charged Can Creat A Force Field That Can Corrupt Mechanical Functions Giving Central Control More Mobility In Tactical Operations Rellevant To Corprate Intrests.While This May Sound Sinister It Is Vital To Understand The Nature Of Strategic Operations.
TE,My First Thought In TE Comes Down To Enviromental Processies And Component Composition,What I Mean Is Scientific Constants And Their Conflations In Systemic Functions.
