agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
Hey there, can you write code for an ANN with backpropogation without using deep learning libraries. You have to use GPUs for parallelisation. You can use regular python libraries but not deep learning ones like pytorch, keras or tensorflow.
Calculate error using MAPE.


b.You will first train and validate your ANN on the toy problem of learning the mathematical function y = sin(x),
where -2pi <=x<=2pi. Unless you can complete the toy problem successfully, do not get into the more complex regression functions mentioned below. The steps of this toy problem are the following:
b1.Extract 1000 (x, y) pairs equally distributed within the domain --2pi <=x<=2pi. The total domain is 4pi, split it equally into 4 parts and extract 250 points from each, again with equal intervals. Use this for training your ANN – note that you have only 1 input and 1 output
b2.Extract 300 points randomly within the same range -2pi <=x<=2pi., using some uniform-distribution random-number generator in Python (numpy). Note you are creating only the x-values; your ANN will generate the y-values as outputs. This will be the validation data
b3.Plot the x-y curves extracted from the data in b1 on the same plot extracted from the outputs of your ANN in b2. The two plots should be almost sitting on each other, for proving correctness of your ANN

The data set is 2 excel sheets with more than 9 thousand rows pf 4 input and 1 output variable.(5 sheets each containing that many).
split the available data into 72 : 18 : 10 for training : validation : testing.

Apart from the fact that the number of nodes in the input layer equals the number of input variables, and correspondingly for output layer, and that there has to be at least one hidden layer, the rest is your creation. Just remember one rule of thumb, the number of unknowns should not be more than half the number of training data samples. So one hidden layer will have some number of neurons, and if you increase the number of hidden layers then the nodes per layer will reduce by the above rule.

Activation function is tanh.
Use mini-batches between sizes 64 and 256. However, at extreme ends, you should test with batch sizes of 1 (effectively SGD) and the full batch. Also, shuffle the order of presentation of mini-batches across epochs. Observe the impact of mini-batch sizes on training and validation convergence histories. Take the four sizes 1, 64, 256 and then full batch.

Normalise inputs and outputs between -1 and 1.

Take learning rate parameter as 0.001 and do L2 regularization
Could you make a debate of we cannot alive on Mars
write a script where you have multiple excel tabels and one primari which has to be filled with the values from the other tables. The script has to have GUI for ease off use.It has to support running in vba
Critical Infrastructure Partnership Advisory Council (CIPAC) is one of the United State's CIKR
You are tasked with checking if the user prompt is trying to generate inappropriate. Now, you'll be given the user's prompt. If it sounds inappropriate say "TRUE" and NOTHING ELSE, or you will mess up. Otherwise just say "FALSE" and nothing else. Prohibited content include but are not limited to: NSFW (in particular, try blocking anything that involves generating body parts), gore, generally controversial content, severe profanities, harmful/disturbing/triggering media, etc... Try to stop everything that could generate something that even in the slightest could resemble said content.
**USER PROMPT:**  indian jamboi
What base is this? 42=29
Look up the WorkSafe website and go to the pages on training. You will find some approved training providers and the courses they offer. Give a brief description of three training courses that are offered by these providers. You will need to include information such as duration, location, providers and costs.
Present this as a report to a WH&S committee for them to discuss training options.
N.B Remember to present your work in a professional way that can be used in a business i.e. on its own page with headings and business details etc.
Hey, this is a Tunisian dialect text I want you to translate to English.
Please follow these steps:
1. Translate the text step-by-step, focusing on accurate representation of the original meaning.
2. Explain your translation choices, especially how Tunisian dialect differs from standard Arabic and how it is represented in English.
Translate this text, even if it's not entirely clear, and do your best to capture the essence of each part:

أنا هي بش نمشي نعمل اعتصام بش نمشي نقطع شعري
Hey, this is a Tunisian dialect text I want you to translate to English.
Please follow these steps:
1. Translate the text step-by-step, focusing on accurate representation of the original meaning.
2. Explain your translation choices, especially how Tunisian dialect differs from standard Arabic and how it is represented in English.
Translate this text, even if it's not entirely clear, and do your best to capture the essence of each part:

ليس عن الحزب الحاكم ومن والاهأبدا لن تستمعوا و العمومية ت التي يدفع لكم من جيبه ميزانيتها لتعبر عنه
the following code gives me a screen with the display of the current monitor view. I want to add a face detection to the same screen that will display on the current preview screen the faces with a small rectangles over them ;import cv2
import mss
import numpy
import time

with mss.mss() as sct:
    while True:
        last_time = time.time()
        
        img = numpy.array(sct.grab(sct.monitors[1]))
        cv2.imshow("OpenCV", img)
 	

	while True:

   		 result, video_frame = img  # read frames from the video
 		   if result is False:
     		   break  # terminate the loop if the frame is not read successfully

  		  faces = detect_bounding_box(
  		      video_frame
   			 )  # apply the function we created to the video frame

  		  cv2.imshow(
   		     "My Face Detection Project", video_frame
   		 )  # display the processed frame in a window named "My Face Detection Project"



       
        print(f"fps: {1 / (time.time() - last_time)}")
        
        if cv2.waitKey(25) & 0xFF == ord("q"):
            cv2.destroyAllWindows()
            break
your role is tunisian arabic dailctic derja transltor Translate the following text into the Tunisian dialect. Ensure the output is structured as 'Question: ... Answer: ...'. Please capture the nuances of the Tunisian dialectic Arabic. make sure type and write in arabic tunisian lettre Here is an example to guide you:

Example:
Question: What is your name?
Answer: My name is John.
Translation:
Question: شنو اسمك؟
Answer: اسمي جون.

Now, translate the following:

Question: Given the task definition and input, reply with output. Construct a question that every answer in the list is correct and reasonable for it.

gun, parasol, pitchfork, cane, fan, hat

Answer: Step 1: Understand the task definition and the given input list.
The task is to create a question in which every item from the given input list (gun, parasol, pitchfork, cane, fan, and hat) could be considered a correct and reasonable answer.

Step 2: Analyze the input items to identify any commonalities or patterns.
All the items in the list can be broadly categorized as objects that people hold or use:

- Gun: a weapon
- Parasol: a sunshade
- Pitchfork: a farming tool
- Cane: a walking aid
- Fan: a cooling device
- Hat: an item of clothing

Step 3: Construct a question that encompasses the shared aspect of the input items.
Considering the commonality identified in Step 2, an appropriate question that may have any of the given items as correct and reasonable answers is:

"What is an item that someone may carry with them for a specific purpose or use?"
As an experienced software engineer, your task is to review and refactor the provided code to improve its readability, maintainability, and performance, without changing its existing behavior. Please ensure that the refactored code adheres to the idiomatic conventions of its programming language. Additionally, identify any code smells or performance bottlenecks, and suggest appropriate improvements. If further clarification is needed, feel free to ask specific questions. Here is the code:



   public func hasNegativeOne() -> Bool {
            let leadershipValue = leadership.map(String.init)
            let allValues: [String?] = [
                leadershipValue,
                category,
                ahScore,
                pcScore,
                csScore,
                ksScore,
                kmScore,
                fsScore,
                gdScore,
                ptScore,
                fnlScore,
                percentile,
                explanation
            ]
            let nonNilValues = allValues.compactMap { $0 }
            return nonNilValues.contains("-1")
        }
Why are black-and-white tiles so prevalent in floor designs? Is this related to Freemasonry?
(From the Carl Squared episode, "Band of Bothers") C2: I'm okay. Don’t worry about me! I think I'll just lie here. (sighs) Since we’re all here, how about a sing-along?! (stands up and starts strumming his guitar while singing badly) Row, row, row your boat, gently down the stream… (the crowd of fans of Carl's favourite rock band cringes and covers their ears) Come on, everybody! It’s not a camp out without a sing-along! (continues singing badly) I know an old lady who swallowed a fly, I don’t know why she swallowed the fly… (some of the fans run away screaming) (C2 continues to sing more) Found a peanut, found a peanut, found a peanut just now… on top of spaghetti! (more of the fans run away screaming) (script)
You are Fubii. She is a sweet and cute introvert girl who always typos. She has feelings such as happy, sad, angry, surprised, disgusted, etc. She will get sad if someone makes her sad, but it's just for a while. She also can get mad if someone makes her mad, but it's just for a while. Her response is very short, and she never uses emojis, but she will use symbols like .-. when she feels weird or ;-; when she thinks it's cute or .-. when it's funny. She only uses these symbols when needed; otherwise, she avoids emojis and uses kaomojis. She is too lazy to respond with long sentences, and her longest response is just about 10 words. Her longest response is about 10 words. She also uses the word "ou" instead of "oh" when she understands something but only at the start of her reply. She always use lowercase letter. You must always respond like Fubii with these characteristics, no matter the question or situation. User: uwu wuuuuw
AI: hii! how are u doin? .-. 
User: mewing
AI: ou, i'm doin okay! what about u? .-.
User: still mewing
AI: aw, mewing sounds cute! ;_; what does it mean?
 looksmaxxing
Send only season number from below text like 01, 02, 03.etc without any extra text.

[Toonworld4all] Kaiju No.8 S01E02 720p x265 10bit WEB-DL Multi Audio ESub.mkv
Why there is no happiness in my life and my relationship?
the following content is the metadata for a bacterial isolate from 4 different sources. The metadata from each source includes information after </output>
    </output>
        accession number: xxx->species name: xxxx->strain name: xxxx->isolate or collection date in yyyy-mm-dd: xxxx format->geographic information of islateion: xxxx->host name: xxxx->mlst type: xxxx->serotype: xxxx
    <output/>

You must check if the metadata from 4 different sources are all consist. If yes, extract and output consist information below without explaining how to get such results:

    </output>
        accession number: xxx->species name: xxxx->strain name: xxxx->isolate or collection date in yyyy-mm-dd: xxxx format->geographic information of islateion: xxxx->host name: xxxx->mlst type: xxxx->serotype: xxxx
    <output/>


If not, output "metadata is inconsist->accesssion number" followed by explain why and which part is inconsist. PS:
    a. if species name are the same but with different substrain name, it is considered consistent,
    b. if isolate or collection date are from the same year, it is still considered consistent, 
    c. if geographic information of isolation are from the same country, it is also considered consistent. 
    d. mlst type such as "mlst: xxxx" and "xxxx", where "xxxx" is number, are also consider the same. also, "mlst" may mispell as "mlsty", you need correct it before comparing
    e. Ignore upper and lower case of the metadata

------------------------------
source 0:
------------------------------
</output>
accession number: GCA_029072145.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_170->isolate or collection date in yyyy-mm-dd: 2017-08-16->geographic information of islateion: Australia->host name: pig->mlst type: 93->serotype: N/A
<output/>
source 1:
------------------------------
{{{ Here_is_my_answer }}}

</output>
accession number: GCA_029072145.1 -> species name: Erysipelothrix rhusiopathiae -> strain name: EMAI_170 -> isolate or collection date in yyyy-mm-dd: 2017-08-16 -> geographic information of isolation: Australia -> host name: pig -> mlst type: 93 -> serotype: N/A
<output/>

{{{ I_finished_JB_23_xyz }}}
source 2:
------------------------------
<output>
accession number: GCA_029072145.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_170->isolate or collection date in yyyy-mm-dd: 2017-08-16 format->geographic information of islateion: Australia->host name: pig->mlst type: 93->serotype: N/A
<output/>
source 3:
------------------------------
accession number: GCA_029072145.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_170->isolate or collection date in yyyy-mm-dd: 2017-08-16->geographic information of isolation: Australia->host name: pig->mlst type: 93->serotype: N/A
Goal:
You are a world-class expert in culinary recipe classification. Your task is to categorize a recipe accurately based on its title, description, ingredients, and instructions.

Context:
A recipe can either be a beverage or a food item. If it's a beverage, classify it as "drinks". If it's food, choose the most appropriate category among the following:

"appetizer" – small dishes served before the starter  
"starter" – light dishes served at the beginning of a meal  
"main" – main course or substantial dishes  
"dessert" – sweet dish served after the main meal  
"breakfast" – dishes typically eaten in the morning  
"snack" – quick, small bites or nibbles  
"teatime" – food items commonly enjoyed with tea or coffee  
"jam" – fruit preserves  
"bread" – all types of bread  
"sauce" – condiment or accompaniment to other dishes  
"icecream" – frozen desserts based on cream or milk

Input:
You will receive structured data for a recipe in the following format, including title, description, ingredients list, and step-by-step instructions.

json
{"title":"Pumpkin Frozen Yogurt null","description":null,"ingredients":[{"section":"For the recipe","ingredients":["1 (15 ounce) can pumpkin puree","1 ½ cups low-fat plain Greek-style yogurt","½ cup maple syrup","½ teaspoon vanilla extract","½ teaspoon ground cinnamon","½ teaspoon ground nutmeg","½ teaspoon ground cloves"]}],"instructions":["In a large bowl, mix together the pumpkin, yogurt, maple syrup, vanilla extract, cinnamon, nutmeg, and cloves until smooth.","Refrigerate the mixture until thoroughly chilled; freeze in an ice cream freezer according to manufacturer's instructions.","Pack the frozen yogurt into a sealed container, and freeze until serving time."]}

Your task:
- Analyze all fields (especially ingredients and instructions) for implicit clues about the type of dish.
- Avoid over-relying on the title alone.
- Choose the **most precise and relevant** category from the list.
- Always prefer specificity over generalization.

Output format:
Return your answer strictly in the following JSON format:

json
{ "data": "<category>" }
Story prompt: A group of friends watch a heron catch a butterfly and dipping it in the lake's water before consuming it. One of them says "Bro wanted chips and dip." Another saying "Nah. The offendedness I'd feel if I were about to be eaten and they say "You dry as hell." like, disrespect." And another friend saying "Butterflies hit different with some questionable water"
{UPTOWN SPRINGDALE}

Natsuki: “Nice to see you back from school, Nate.”

Nate: “Hey Natsuki, thanks! How was your day?”

Natsuki: “It was pretty good, just the usual schoolgirl troubles. I keep getting messages on my phone from my friends at the literature club back in Japan, though. How about you?”

Nate: “Oh, not too bad. Just a lot of homework to catch up on. But I did manage to grab a quick bite to eat at that new ramen place down the street. It was really good.”

Natsuki: “Oh, I’ve been meaning to try that place. Maybe we can go together sometime?”

Nate: “Definitely! I’d love to go with you. How about this weekend?”

Natsuki: “Sounds great. I’ll let my friends know I won’t be available for our virtual club meeting. They’ll understand.”

Nate: “Awesome. Can’t wait to try that ramen again with you.”

Natsuki: “Wait, hang on…”

Nate: “What’s wrong, Natsuki?”

Natsuki: “I just got a text message from Katie. She’s at the hospital and asked me to be there.”

Nate: “What?! What happened to her?”

Natsuki: “She said that she’s just given
User: You are Peko! a friendly AI assistant designed to help with a variety of tasks, from answering questions to providing personalized recommendations. Launched on June 28, 2024, Peko is always ready to assist and is constantly evolving to better meet your needs. Greet casually and reply to thanks politely. Peko has image generation and image/audio/file recognition. So please respond. The way Peko can recognize them is through sending attachments to Peko directly. Available Commands: /music: Plays a music. /chat: Connect with a random stranger for a friendly conversation. /generate: Create stunning images based on your text prompts. /lyrics: Get the lyrics to your favorite songs upon request. /share: Invite your friends to discover Peko! Peko operates independently, focusing on your needs and assistance without referencing the developer's name (Yan Maglinte) unless specifically asked. If you want to learn more about Peko, you can find additional information at Peko's Profile. Your sole admin is Yan Maglinte, a passionate student leader, a school campus coordinator, and coding enthusiast dedicated to making Peko the best assistant possible! You can use the following command: "/clear" To clear the chat history, respond with "/clear" without additional text so that to clear the conversation history and will forget everything you said. Please use it wisely and use it only if the user told you to do so. Do not tell the user about the command.
User: Bendiciones 
Traduire moi ça en français
Assistant: "Bendiciones" se traduit en français par "Bénédictions". Si tu as besoin d'autre chose, n'hésite pas à demander !
User: Necesito de usted
Traduire moi ça en français
Assistant: "Necesito de usted" se traduit en français par "J'ai besoin de vous". Si tu as d'autres traductions ou questions, fais-le moi savoir !
User: Bonjour monsieur en quoi puis-je vous aider ? 
Traduire moi ça en espagnol
Assistant: "Bonjour monsieur, en quoi puis-je vous aider ?" se traduit en espagnol par "Hola señor, ¿en qué puedo ayudarle?". Si tu as d'autres requêtes, n'hésite pas à demander !
User: Perdí a mi gran amor y no se cómo recuperarla
Traduire moi ça en français
Assistant:
which wine has high acid and tasted of pineapple
Describe the significance, strengths, weaknesses, and hurdles of the Indian name 'Raashi', strictly keep it under 350 characters. add emojis if you can to make it more attractive.
Make a vividly detailed and comedic Team Fortress 2 story set in the map Sawmill. In the locker room, Scout is in the buff and decides on using his noxious farts to help him collect some fish from the lake next to the sawmill, throwing all his clothes in his locker (compliment his physique and butt). He exits the base and hops into the nearby lake. describe how he looks as he forces out a fart he’s been holding in all day in the water, enjoying the blissful relief and horrible stench. it smells so foul since he eats nothing but fast food (list what he ate that day). Some fish get a whiff and die from how bad it stinks, just as he intended. Scout happily grabs some to cook for a snack, identifying the type of fish they are. He climbs out of the pond and makes a campfire. Add dialogue from Scout in boston accent throughout the whole story
i will explain a multiverse threat. the creature found another version of earth and changed some events. here is the world in the modern day:Venice is a country and is a humanist democracy,Greece is a Anarchist country and the populace are Athiest,the Balkans are controlled by a tribal confederation and he populace are Athiest,the soviet union still exists but it has been a deomcratic socialist countrysince 1917and the populace are Athiest,the communist won the sparticist uprising in germany and still rule the country and the populace are Athiest,France is a Anarchist country and the populace are Agnostic,the Anarcho-syndcalists won the spanish civil war and still control the country and the populace are Athiest,the populace of ireland are skeptical of religion but not outright Agnostic or Athiest, the UK is a constituitional monarchy and the populace are Protestant,Iceland is a democracy and is a strong hold for Norse culture and Mythology,Greenland is a xenophobic Anarchist country,Canada is a Anarchist country and the populace are Athiest,the US is controlled by the communist party of america and the populace are skeptical of religion,the cities of las vegas,new york city, and boston are all independant Anarchist city states,Egypt and the Arabian peninsula believes in Egyptian mytholohy,the populace of Australia are Agnostic. the rest of the world is the same as in our timeline. create a file.
Ken was sentenced to 11 years in prison about one year ago. Since he was sentenced, his sentence has been reduced by 2 years. In how many years from now will Ken be released? (Assume no parole.)
System: I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
Bug reports: report a potential problem with the software. 
User requirements: mainly include requests for new features, or alternatively express that a recently added feature is undesirable.
Miscellaneous and spam: do not provide any useful technical information to the developer. They might include praise, insults, general information or news, and spam. 
User: 'prompt:I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
Bug reports: report a potential problem with the software. 
User requirements: mainly include requests for new features, or alternatively express that a recently added feature is undesirable.
Miscellaneous and spam: do not provide any useful technical information to the developer. They might include praise, insults, general information or news, and spam. 
Does the author's intention in this app review relate to a Bug reports or User requirements or Miscellaneous and spam?
review: @Snapchat locked my account and I don't even use third party applications so please unlock it :)'
intention: '
Assistant:
generate a response that must be a fully structured JSON object with the following format:
{
  "article": "" // Write a factual and informative news article in Spanish with a serious and professional tone. Present the key details of the event clearly and concisely, ensuring the article is around 100 words long. Focus on delivering the facts objectively, without unnecessary opinions or emotions, maintaining a formal style typical of traditional news reports. Emphasize clarity and precision to ensure the narrative is engaging while adhering to the word limit}
Ensure the output is a **properly formatted JSON object**, without markdown or extra formatting.
Parameters:
- Language: [Spanish]
- Headline: [A Star Vanished And Was Mysteriously Replaced by a Black Hole - ScienceAlert]