Question Answering with YouTube Videos Using RAG in LangChain Programming Computer Science by usmanmalik57 …;{input}"), ("user", "Given the above conversation, generate a search query to look up in order to get… a user prompt as a parameter. Inside the method, we generate a response for the user prompt and then append both… '30% of Activities Performed by Humans Could Be Automated with AI' Community Center by Johannes C. …. They will automate tedious tasks, collaborate via chat, provide support, generate reports, and much more. The potential to offload repetitive work… Paris Olympics Chatbot- Get Ticket Information Using Chat-GPT and LangChain Programming Computer Science by usmanmalik57 …( openai_api_key = openai_key , model = 'gpt-4', temperature = 0.5 ) ``` To generate a response, call the `invoke()` method using the model object… the final response. The following script implements the method to generate the final response. ``` def generate_response(query): response = retrieval_chain.… Paris Olympics Ticket Information Chatbot with Memory Using LangChain Programming Computer Science by usmanmalik57 …will be passed to the `document_chain` to generate the final response. Since we already have…an input parameter and invokes the `retrieval_chain` to generate a model response. Inside the `generate_response_with_memory()` function…is passed to the `generate_response_with_memory()` function to generate a chatbot response. Here is the script … Using Natural Language to Query SQL Databases with Python LangChain Module Programming Computer Science by usmanmalik57 …top 10 employees with the most sales. ## Generate Response from MySQL Database Generating a response from a…5. Product XLXQF with 184 units sold. ``` ## Generate Response from SQLite Database Finally, you can use a connection… string with the following syntax to generate a response from an SQLite database: ``` "… Re: Improve HAVING BY performance Programming Databases by Dani … to 250ms. That's how long it typically takes to generate the HTML from the PHP code *and* send it over… off 50ms, we're talking strictly about the time to generate the HTML from the PHP code, which I would guesstimate… Re: Improve HAVING BY performance Programming Databases by Dani …, with a serverside language, we have to interpret it to *generate* the HTML code before we can even start sending it… Re: 88 Business-Growing Strategies Digital Media Digital Marketing by henrymorgan9522 A growth strategy is an organization's plan for overcoming current and future challenges to realize its goals for expansion. Examples of growth strategy goals include increasing market share and revenue, acquiring assets, and improving the organization's products or services. Converting PDF Image to CSV Using Multimodal Google Gemini Pro Programming Computer Science by usmanmalik57 … or a list of images, and a text prompt: ``` def generate(img, prompt): input = img + [prompt] responses = model.generate_content( …to the `generates()` function that returns the model response. ``` full_response = generate(imgs_b64, prompt) print(full_response) ``` **Output:** ``` **Numéro de … Retrieval Augmented Generation (RAG) with Google Gemma From HuggingFace Programming Computer Science by usmanmalik57 … query and database response to the Gemma LLM model to generate the final response. ### Importing Required libraries ``` !pip install -q … = tokenizer(final_query, return_tensors="pt").to(device) outputs = model.generate(**inputs, max_new_tokens = 500) final_response = tokenizer.decode(outputs[0], skip_special_tokens=True… 7 NLP Tasks to Perform for Free in Python with Mistral 7b LLM Programming Computer Science by usmanmalik57 …the encoded inputs to the `model.generate()` method. The model's response contains…;) model_inputs = encodeds.to(device) generated_ids = model.generate(model_inputs, max_new_tokens=response_tokens, temperature = temperature, do_sample=True… PDF Image Table Extractor Web App with Google Gemini Pro and Streamlit Programming Computer Science by usmanmalik57 …;: 0, "top_p": 1, "top_k": 32 } def generate(img, prompt): input = img + [prompt] responses = model.generate_content( input,… libraries for the `main.py` file. ``` from geminiconnector import generate from vertexai.preview.generative_models import Part import streamlit as st… Fine Tuning Google Gemma Model for Text Classification in Python Programming Computer Science by usmanmalik57 …(text, return_tensors="pt").to(device) outputs = model.generate(**inputs, max_new_tokens=1) prediction = tokenizer.decode(outputs[0], skip_special_tokens…tokenizer(text, return_tensors="pt").to(device) outputs = model.generate(**inputs, max_new_tokens=1) prediction = tokenizer.decode(outputs[0], skip_special_tokens… Claude 3 Opus Vs. Google Gemini Vs. GPT-4 for Zero-Shot Text Classification Programming Computer Science by usmanmalik57 … internally calls the `OpenAI.chat.completions.create()` method to generate a response for the input tweet. ``` client = OpenAI… so-called best, Claude 3 Opus. To generate text using Claude 3, you need to create…`message.create()` method from the Anthropic client to generate a response. The following script defines the `find_sentiment_claude… "What are effective digital marketing strategies for small businesses?" Digital Media Digital Marketing by madiha1407 … Engagement**: Utilize platforms to connect and drive traffic. **Content Marketing**: Generate valuable content to attract and inform. **Email Campaigns**: Build relationships… Re: "What are effective digital marketing strategies for small businesses?" Digital Media Digital Marketing by vyasgiannetti … targeted ads on search engines and social media platforms can generate immediate traffic and leads. 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