6. Productivity-Focused AI Tools
NumPy:Used for numerical computations and array processing in machine learning workflows.
For coding assistance: GitHub Copilot or Amazon CodeWhisperer.
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Popular Tools:
These APIs simplify the creation of deep learning models.
Popular Libraries:
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These frameworks are essential for building, training, and deploying AI models.
7. High-Level Neural Network APIs
4. Data Handling Tools
Hi everybody! I have been looking at posts on narcs and narc abuse on here and if has really helped me out a lot. I am currently struggling with my situation and need some advice/support.
I met a narc last year, everything seemed to good to be true. Love bombing, always texting calling and taking me on dates. Everything changed when someone warned me about him out in public in front of him and who he is. This caused a conflict with us and the love bombing seized.
he would tell me that everything is okay and i can come and talk. He would set a time limit on me and kick me out after that.
he would then text me like everything was fine and we hung out again and after that he completely ghosted me for one week. He came back and texted me a week later laughing about the ghosting and acting like nothing had happened.
he continued to text me ( not like in the beginning) make plans with me, then on the day of the plans he would just ghost me. One day he would act interested the next silence.
i contacted him a month later and he acted like nothing happened. He was on a vacation and sent me a picture of another woman ( someone he allegedly met on the trip) to strike a reaction but i never gave him one. After the trip he came to my place and was extremely rude, accusing me of going on dates with a bunch of men. The next day he accused me of being an alcoholic and that he wanted nothing to do with me but said well maybe we can be "friends" then ghosted me
i assumed at this point it was over and i would never hear from him again. He contacted me on the holiday a month later acting like everything was great. We ended up hanging out a month or so later and when we hung out it went well, i thought things were going in the right direction.
after we hung out.. silence. I would try to text him and if he replied it would be very short then he just stopped replying. He ghosted me for almost three months. I thought he was done this time and of course he popped up again like nothing happened. At this point i was getting sick of if so i questioned him as to why he dissapeared and always does this. Of course he had some sob story about a injury and family member dying of cancer. I felt pity for him and he gave me an apology.. so i took him back stupidly.
things seemed to be going smooth for a couple months, of course until his family member died and his injury got better he never contacted me and was distant. Menawhile, i was there for him during the difficult time for him. He lied to me about the funeral and never wanted to chat. I was chasing him and he would always claim nothing was wrong but when i said i thought he used me when he was down he could not handle it and would always tell me he didnt care and to go away. I would get so upset i would try texting him to work it out he would barelt respond and if he did he would not be nice about it.
we did hang out a couple times after that, he would ignore me after. One day i was like hey i think you are seeing someone else, and i was like well ixam seeing someone so no problem if you are he said " buy bye good luck with your new guy stop contacting me" i was devastated and tried to get into contact with him for weeks then i just gave up and accepted it was over. He ended up contacting me a month later acting like everything was fine. He wanted to go out and have drinks i told him i would. He and i both seemed to have a great time. He ends up ignoring me again. I kept texting him trying to figure out what was wrong. He kept saying everything was fine and i said ok can we hang out again? He said maybe i was like why? He just kept saying maybe …
our last conversation we had… i said what is wrong ? He said nothing is wrong everything is fine. I asked him why he keeps saying maybe. He said " maybe but i dont want to see you right now" i said why? He saix " im just not feeling it, if i wanted to date i would" i said why did you contact me less then a week ago wanting to go out? He said i didnt.. even though he did. So i said should i just move on or what? He said whatever you want to do. So i said that he was really confusing me and asked him if he had anything more to say before i move on? My messages were turning green so i panicked he blocked me and reacted irrationally. I said " omg did you block me? My messages are not going through. Even texted him on my work phone asking what was up. And called him twice ( please dont judge me i know it is pathetic i never was this type of girl before him) so he replied and said " Ok I'll block you now" then immedietly blocked me. He has never blocked me before since I have met him he will just ghost. Is this ths final discard aka " grand finale? Did i just push him too far?
this has upset me so much its hard to even function.
For deep learning: TensorFlow or PyTorch.
Amazon CodeWhisperer:Real-time code generation with built-in security scanning to detect vulnerabilities.Supports multiple programming languages and IDEs.
NLP tools enable machines to understand and generate human language.
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2. AI Coding Assistants
PyTorch:Known for its dynamic computation graph and ease of use.Popular among researchers for its flexibility and real-time model adjustments.Widely used in computer vision and NLP applications.
Popular Tools:
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Replit Ghostwriter:An online IDE with an AI assistant for code explanations, completions, and debugging.
Artificial intelligence (AI) development relies on a wide range of tools that cater to various aspects of the AI lifecycle, from data handling and machine learning to natural language processing (NLP) and deployment. Here are some of the most widely used tools in AI development based on the search results:
TensorFlow:Open-source and versatile for both research and production.Ideal for deep learning tasks such as image recognition, speech processing, and predictive analytics.Supports deployment across desktops, clusters, mobile devices, and edge devices.
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These tools help developers write, debug, and optimize code more efficiently.
AI development requires clean, organized data. These tools simplify data preprocessing.
ML Kit (Google):Offers pre-trained models optimized for mobile applications.Focuses on tasks like face detection, barcode scanning, and text recognition.
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Keras:A high-level API running on TensorFlow that abstracts complex coding details.Designed for fast experimentation with neural networks.
The "best" tool depends on your specific needs:
5. Image Recognition and Computer Vision Tools
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By combining these tools effectively, developers can build robust AI systems tailored to their unique requirements.
Scikit-learn:Focuses on classical machine learning algorithms like regression, clustering, and classification.Ideal for beginners due to its simplicity and consistent API.
Pandas:A Python library for data manipulation and analysis.Ideal for cleaning datasets or preparing time-series data.
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Choosing the Right Tool
For NLP: spaCy or OpenAI Codex.
Popular Tools:
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For beginners: Scikit-learn due to its simplicity.
Zapier Central:Automates workflows across thousands of apps like Notion, Airtable, and HubSpot.Combines AI chat functionality with automation to process data or draft responses without coding.
Examples:
As a teacher, what's the most inappropriate experience you've had with a student?
These frameworks are tailored for visual data analysis.
Aider & Cursor: Provide task-specific assistance by integrating with IDEs to automate debugging or refactoring tasks.
Popular Tools:
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Deeplearning4j:A distributed deep learning library written in Java/Scala.Tailored for business environments needing scalable solutions.
GitHub Copilot:Provides intelligent code suggestions based on natural language prompts.Supports multiple programming languages and integrates with popular IDEs like VS Code.
These tools act as semi-autonomous agents capable of performing multi-step workflows.
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These tools streamline workflows by automating repetitive tasks.
spaCy:Efficient for tasks like sentiment analysis, entity recognition, and text classification.Frequently used in chatbot development or customer service automation.
1. Machine Learning Frameworks
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3. Natural Language Processing (NLP) Tools
Pieces for Developers:Organizes code snippets with personalized assistance powered by local or cloud-based AI models like GPT-4 or Llama 2.
OpenCV:A library designed for real-time computer vision tasks like object detection or image segmentation.
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Popular Tools:
OpenAI Codex:Converts natural language into code and supports over a dozen programming languages.Useful for developers who want to describe tasks in plain English.
Popular Frameworks:
8. Agentic AI Assistants
