HuggingFaceH4/databricks_dolly_15k huggingface dataset:
Instruction: Without quoting directly from the text give me a summary of what a restricted Boltzmann machine is?

Context: A restricted Boltzmann machine (RBM) is a generative stochastic artificial neural network that can learn a probability distribution over its set of inputs.

RBMs were initially invented under the name Harmonium by Paul Smolensky in 1986, and rose to prominence after Geoffrey Hinton and collaborators invented fast learning algorithms for them in the mid-2000. RBMs have found applications in dimensionality reduction, classification, collaborative filtering, feature learning, topic modelling and even many body quantum mechanics. They can be trained in either supervised or unsupervised ways, depending on the task.

As their name implies, RBMs are a variant of Boltzmann machines, with the restriction that their neurons must form a bipartite graph: a pair of nodes from each of the two groups of units (commonly referred to as the "visible" and "hidden" units respectively) may have a symmetric connection between them; and there are no connections between nodes within a group. By contrast, "unrestricted" Boltzmann machines may have connections between hidden units. This restriction allows for more efficient training algorithms than are available for the general class of Boltzmann machines, in particular the gradient-based contrastive divergence algorithm.

Restricted Boltzmann machines can also be used in deep learning networks. In particular, deep belief networks can be formed by "stacking" RBMs and optionally fine-tuning the resulting deep network with gradient descent and backpropagation.

Response: A restricted Boltzmann machine (RBM) is a category of an artificial neural network invented by Paul Smolensky and popularized by Geoffrey Hinton. RBM's have been useful in various applications within the field of machine learning and can be trained in supervised and unsupervised ways.

RBMS is a restricted variant of Boltzmann machines that constrains their neurons; a pair of nodes from each of the two groups of neurons, visible and hidden forming a bipartite graph. Connection can only be between two groups and not within groups (visible and hidden). This constrained formulation results in the ability to more efficiently train algorithms. 

RBM's can also be integrated into deep learning networks such as deep belief networks with options to fine tune those networks using gradient descent and backpropagation.
Instruction: Tell me whether these are different types of galaxies or different types of ecosystems: Forest, Grassland, Irregular, Spiral, Aquatic, Desert, Elliptical, Tundra, Marine


Response: The different types of galaxies include: Irregular, spiral, and elliptical. The different types of ecosystems include: Forest, Grassland, Aquatic, Desert, Tundra, and Marine.
Instruction: Extract the different foods a giant panda eats from this passage in wild and captive. Place them in two separate bulleted lists with heading as 'Wild' and 'Captive'

Context: The giant panda (Ailuropoda melanoleuca, sometimes panda bear or simply panda) is a bear species endemic to China.[4] It is characterised by its bold black-and-white coat and rotund body. The name "giant panda" is sometimes used to distinguish it from the red panda, a neighboring musteloid. Though it belongs to the order Carnivora, the giant panda is a folivore, with bamboo shoots and leaves making up more than 99% of its diet.[5] Giant pandas in the wild occasionally eat other grasses, wild tubers, or even meat in the form of birds, rodents, or carrion. In captivity, they may receive honey, eggs, fish, yams, shrub leaves, oranges, or bananas along with specially prepared food.[6][7]

Response: Wild
- Bamboo shoots
- Leaves
- Grasses
- Wild tubers
- Meat of birds, rodents or carrion

Captive
- Honey
- Eggs
- Fish
- Yams
- Shrub leaves
- Oranges
- Bananas
Instruction: What are some arguments for decriminalizing people selling sex while criminalizing the purchasing of sex?


Response: Sometimes minors are forced into prostitution, and should not be held criminally liable 
Many people in the sex trade want to leave that life and a criminal record impedes their progress
Turning to prostitution is often the last resort of a person who is impoverished, and poverty should not be against the law
If law enforcement depresses the demand for the sale of sex (by going after those who would buy sex), then prostitution rates may drop
Instruction: What are the words of House Lannister?


Response: "Hear Me Roar"
Instruction: Identify which animal is domesticated or wild: Canary, Green pheasants


Response: Canary is domesticated, Green pheasants is wild.
Instruction: How did India get independence from colonial rule


Response: Non vioalence movement and violence movement both were prevalent, huge number of discussions, fights,protests etc paved way for indepdence
Instruction: Classify each of the following as a weapon or a toy: gun, lego, knife, bomb, blocks, doll


Response: Gun: Weapon
Lego: Toy
Knife: Weapon
Bomb: Weapon
Blocks: Toy
Doll: Toy
Instruction: Why is music so special?


Response: Music is an art form consisting of arranging sound to create a combination of rhythm and harmonies to convey emotions to individuals. It can be considered a unique art form by certain people due to its ephemeral aspect as opposed to other art types such as painting or sculpture which are mostly permanent. Music can generate a large variety of emotions in individuals through the mere sense of hearing it. Research has shown that listening to music activates multiple areas of the brain and is known to liberate important amounts of dopamine which contribute to giving pleasure to the listener. On the other hand, learning and playing music requires several mental and physical skills such as ear and relative pitch, rhythm, and hand coordination.
Instruction: What are the five biggest centers of Sufism?

Context: Sufism in Bangladesh is more or less similar to that in the whole Indian subcontinent. India, it is claimed, is one of the five great centers of Sufism, the other four being Persia (including central Asia), Baghdad, Syria, and North Africa. Sufi saints flourished in Hindustan (India) preaching the mystic teachings of Sufism that easily reached the common people, especially the spiritual truth seekers in India.[1] Sufism in Bangladesh is also called pirism, after the pirs or teachers in the Sufi tradition[2] (also called Fakir).[3]

Response: The five main centers of Sufism are India, Persia, Baghdad, Syria, and North Africa.
Instruction: What is does ELT stand for?


Response: ELT stands for extract, transfer and load.  This refers to a data flow lifecycle.  Extract refers to extracting data from source system of records, load refers to the process to load the data into another system, and transfer stands for the process load the data into that new system.  ELT also describes a process for loading source data into another system of record that is stored in the original format as the source system.
Instruction: What is the difference between a dialect and an accent?


Response: Most people would commonly refer to an accent as a distinctly unique annunciation of consonant and vowels commonly heard in a geographic proximity or spoken by a distinct community coming from a geographic proximity. Dialect, on the other hand, has attributions beyond annunciation of sounds, and includes the use of slang or local terms, mixed etymology and an element of shared ideas or principles about how to communicate. Another category not considered here is a creole, which is a blending of two or more languages.
Instruction: What’s your favorite way to spend a day off?


Response: My favorite way to spend a day off is to spend it with my family and friends. I love to take long walks with my dog, go for bike rides, and spend time outdoors with my family. I also love to read, write, and catch up on my favorite shows.
Instruction: Who is the best ever President of the United States ?


Response: There are many factors that should be considered when determining the best President of the United States.  Many would say there is no "right answer" on this question, since people hold different values on what is or isn't important.

But, generally speaking, Presidents who have successfully led the United States through times of great national or global crises tend to receive the highest marks.  The short list of Presidents typically are the following: George Washington, Abraham Lincoln, Franklin Delano Roosevelt (FDR) and Ronald Reagan.  

Washington was key to winning the independence of the country from the British as the wartime General during the Revolutionary War, and was the first President during a very tumultuous first 8 years of the United States.

Lincoln kept the country together through the American Civil War, and eradicated slavery - a great moral achievement in finally realizing the principles of the Declaration of Independence for all people no matter the color of their skin.

FDR led the country through the Great Depression, and also was a world leader in fighting German and Japanese aggression during World War II.

Ronald Reagan managed the end of the Cold War, without firing a shot, and avoiding nuclear catastrophe, through shrewd maneuvering and negotiation with Mikhail Gorbachev.
Instruction: Why do people hate pineapple on pizza?


Response: Pineapple has grown to be a rather controversial pizza topping.  Those that love it may like it for the contrast of the sweet and juicy pineapple combined with the savory profile from a traditional tomato sauce based pizza.  As pineapple is commonly known to be from Hawaii, some pizzerias have named a pineapple and ham pizza as a "Hawaiian" pizza which some may favor as Hawaii is usually a popular vacation destination and considered an exotic option for something traditional like pizza. Others that take a more purist preference towards pizza toppings have criticized pineapple as an abomination.
Instruction: What was Meghan Markle's royal title?


Response: Meghan Markle's royal title is Duchess of Sussex.
Instruction: What singer was born Georgios Kyriacos Panayiotou?


Response: George Michael.
Instruction: What is the Firefly Music Festival?


Response: The Firefly Music Festival is a multi genre music festival that started in 2012. It is held in Dover, Delaware and is 4 days long. The artists who perform at Firefly vary significantly in genre, including country, pop, punk, hip hop, EDM, and alternative. Most people who attend Firefly camp onsite, but you can also stay in local hotels or commute to the festival.
Instruction: What is a prime number?


Response: A prime number is a number greater than one that can only be divided by the number 1 and itself.
Instruction: Name some of Sweden's most famous companies


Response: Here are some examples of Sweden's most famous companies. 
Volvo
Hennes & Mauritz
Electrolux
IKEA
Spotify
Klarna
Instruction: Name some plays that were written by Shakespeare


Response: Hamlet, Romeo and Juliet, Macbeth, King Lear, Much Ado About Nothing
Instruction: What are four reasons why you have a car on your front lawn?


Response: 1. I ran out of parking in my driveway
2. The car drips oil and the grass absorbs the oil better than the concrete driveway
3. It dropped from the sky and I don't have the money to get it removed
4. My wife often kicks me out of the house and I use it to sleep in
Instruction: Give me a bulleted list of the current members of Pearl Jam.


Response: - Jeff Ament
- Stone Gossard
- Mike McCready
- Eddie Vedder
- Matt Cameron
Instruction: According to this paragraph, what records did Stevens break as a basketball coach?

Context: In 2010, his third year as head coach, Stevens broke the NCAA record for most wins in a coach's first three years, exceeding the previous record by eight wins. In the NCAA Tournament, Stevens coached Butler to the first Final Four in school history, while also becoming the second-youngest head coach to make an NCAA National Championship game, losing 61–59 to Duke. With the following season's team also making the Final Four, Stevens became the youngest coach to go to two Final Fours.[2] Stevens coached the Bulldogs in their second consecutive national championship game on April 4, 2011, where the team again lost, this time to the Connecticut Huskies. Stevens was regularly named a finalist for Horizon League Coach of the Year award, winning twice, and was also a nominee for both the Hugh Durham Award and Jim Phelan Award in every year of his college career.
https://en.wikipedia.org/wiki/Brad_Stevens

Response: According to this paragraph, Stevens has the most wins as an NCAA coach in his first three years and took Butler to its first Final Four in the history of the school. He was also the youngest men's college basketball coach ever to take his team to the NCAA championship game and to two consecutive Final Fours.
Instruction: If you were to weigh each one of these items on average, what would be considered heavy and light if you were to carry them: boulder, pebble, feather, bowling ball, elephant, seed, sand, dirt, water, books, papers, backpack


Response: heavy: boulder, bowling ball, elephant, sand, dirt, water, backpack
light: feather, seed, books, papers
Instruction: What would you do to improve the rules of Tennis, to make it a better TV viewing experience?


Response: I would recommend the following things be changed in the rules of tennis to make it more interesting. (1) Reduce the length of a 'set' to be 4 games long, and the first person to 4 wins the set, with no requirement to lead by 2 clear games over their opponent. (2) I would only allow one serve - instead of two - per player when starting each point. (3) I would stop players from wasting time between points by limiting their towel breaks to 23 seconds long. (4) If a player's service hits the net and goes over, they win the point (this means no replaying of points due to hitting the netcord and flopping over the net). (5) I would declare a rally null and void if it goes over 20 shots; it would count for nothing and both players would have wasted their efforts without any positive outcome. (6) I would not allow players to take a break, between games, until 4 games had been consecutively played, regardless of their physical capabilities. (7) The maximum number of tennis sets that can be played in major Tennis tournaments be limited to three. (8) If a tennis match exceeds three hours in duration it gets called a "tie" - no winner, and rewards are halved.
Instruction: given the following text, tell me the most popular method for training multi-layer perceptrons today and explain how it works

Context: Today, the most popular method for training multi-layer perceptrons (MLPs) is back-propagation. The terminology "back-propagating errors" was introduced in 1962 by Frank Rosenblatt,[15][6] but he did not know how to implement this, although Henry J. Kelley had a continuous precursor of backpropagation[16] already in 1960 in the context of control theory.[6] Modern backpropagation is actually Seppo Linnainmaa's general reverse mode of automatic differentiation (1970) for discrete connected networks of nested differentiable functions.[17][18] It is an efficient application of the chain rule (derived by Gottfried Wilhelm Leibniz in 1673[19][20]) to networks of differentiable nodes.[6] In 1982, Paul Werbos applied backpropagation to MLPs in the way that has become standard.[21][6] In 1985, David E. Rumelhart et al. published an experimental analysis of the technique.[22] Many improvements have been implemented in subsequent decades.[6]

During backpropagation, the output values are compared with the correct answer to compute the value of some predefined error-function. The error is then fed back through the network. Using this information, the algorithm adjusts the weights of each connection in order to reduce the value of the error function by some small amount. After repeating this process for a sufficiently large number of training cycles, the network will usually converge to some state where the error of the calculations is small. In this case, one would say that the network has learned a certain target function. To adjust weights properly, one applies a general method for non-linear optimization that is called gradient descent, due to Augustin-Louis Cauchy, who first suggested it in 1847.[23] For this, the network calculates the derivative of the error function with respect to the network weights, and changes the weights such that the error decreases (thus going downhill on the surface of the error function). For this reason, back-propagation can only be applied on networks with differentiable activation functions.

Response: Today, the most popular method for training multi-layer perceptrons (MLPs) is back-propagation. During backpropagation, the output values are compared with the correct answer to compute the value of some predefined error-function. The error is then fed back through the network. Using this information, the algorithm adjusts the weights of each connection in order to reduce the value of the error function by a small amount. After repeating this process for a sufficiently large number of training cycles, the network will usually converge to a state where the error of the calculations is small. In this case, one would say that the network has learned a certain target function
Instruction: What is a popular mystery book series?


Response: Sherlock Holmes series by Arthur Conan Doyle
Instruction: Please describe a fantasy animal


Response: An unicorn, a white horse like animal with a horn in the forehead
Instruction: What is a useful set of criteria to use when determining who has a lot of leadership potential in my team?


Response: 1.  Aspiration. Does this person have a high degree of aspiration when compared to their peers?  It takes a lot of risk and a lot of work to step up and grow into larger leadership responsibilities.  Thus, it is important that a person has the desire to take that risk and to put in the work needed.  

2. Capabilities.  Has this person demonstrated uniquely strong leadership abilities, particularly in creating vision, setting strategy, and building great teams? Do they have a track record of setting direction and rallying followership?  Are they a fast learner, quickly ramping to full performance when put in unfamiliar and increasingly more difficult jobs? Do they distinguish themselves as a thought leader, especially in ambiguous situations? Do they display high amounts of self-awareness and empathy, achieving results in a way that builds and strengthens relationships/

3. Commitment and courage.  Does the person have sufficient tenure, have they demonstrated a long-term commitment to the organization?  Are they highly engaged? Do they help to engage and develop others?  Do they have a track record of accomplishing impressive results oriented to the total organization’s results, not just their own job or silo? Have they demonstrated the tendency to take on tough, important assignments in difficult environments that broaden their experience?  Do they have a track-record of rapid career progression into the larger more complex jobs every few years?
Instruction: What does Chevron do?


Response: Chevron is an oil and gas company that has operations in the entire well lifecycle.  Chevron drills land and deep water wells.  They have refineries for processing oil into gasoline and other products.  Chevron has an entire trucking fleet company for delivering their produced gasoline to Chevron and Texaco gas station direct to consumer.  They have surface facility networks for moving produced oil all over the United States.  They also have Chevron shipping to move oil overseas to other countries.  Chevron has all the talent - drilling engineers, petroleum engineers, geologists, petrophysicists, reservoir engineers, and seismologists, and other support personnel necessary to deliver the full well lifecycle
Instruction: What is Black rice?

Context: Black rice, also known as purple rice or forbidden rice, is a range of rice types of the species Oryza sativa, some of which are glutinous rice.

There are several varieties of black rice available today. These include Indonesian black rice, Philippine heirloom balatinaw black rice and pirurutong black glutinous rice, and Thai jasmine black rice. Black rice is known as chak-hao in Manipur, India.

In Bangladesh, it is known as kalo dhaner chaal (black paddy rice) and used to make polao or rice-based desserts. The bran hull (outermost layer) of black rice contains one of the highest levels of anthocyanins found in food. The grain has a similar amount of fiber to brown rice and like brown rice, has a mild, nutty taste.

Black rice has a deep black color and usually turns deep purple when cooked. Its dark purple color is primarily due to its anthocyanin content, which is higher by weight than that of other colored grains. It is suitable for creating porridge, dessert, traditional Chinese black rice cake, bread, and noodles.

Response: Black rice is also known as purple or forbidden rice and is a range within the Oryza sativa, some of the most glutinous rice. When cooked, black rice usually turns deep purple. There are several varieties of black rice available today which include Indonesian black rice, Philippine heirloom black rice and Thai jasmine black rice. In India, black rice is known as chak-hao. In Bangladesh, black rice is used to make desserts.
Instruction: Where is Pleasanton?

Context: Pleasanton is a city in Alameda County, California, United States. Located in the Amador Valley, it is a suburb in the East Bay region of the San Francisco Bay Area. The population was 79,871 at the 2020 census.[8] In 2005 and 2007, Pleasanton was ranked the wealthiest middle-sized city in the United States by the Census Bureau.[9][10] Pleasanton is home to the headquarters of Safeway, Workday, Ellie Mae, Roche Molecular Diagnostics, Blackhawk Network Holdings, and Veeva Systems. Other major employers include Kaiser Permanente, Oracle and Macy's.[11] Although Oakland is the Alameda County seat, a few county offices are located in Pleasanton. The Alameda County Fairgrounds are located in Pleasanton, where the county fair is held during the last week of June and the first week of July. Pleasanton Ridge Regional Park is located on the west side of town.

Response: Pleasanton is city in California, United States. It is located about 30-45 miles east of San Francisco. It is known for being Headquarter for multiple tech companies like veeva, workday and safeway.
Instruction: Who is the company ABB

Context: ABB Ltd. is a Swedish-Swiss multinational corporation headquartered in Zürich, Switzerland.[5] The company was formed in 1988 when Sweden's Allmänna Svenska Elektriska Aktiebolaget (ASEA) and Switzerland's Brown, Boveri & Cie merged to create ASEA Brown Boveri, later simplified to the initials ABB. Both companies were established in the late 1800s and were major electrical equipment manufacturers, a business that ABB remains active in today. The company has also since expanded to robotics and automation technology.

Response: ABB Ltd. is a Swedish-Swiss multinational corporation headquartered in Zürich, Switzerland. The company was formed in 1988 when Sweden's Allmanna Svenska Elektriska Aktiebolaget (ASEA) and Switzerland's Brown, Boveri & Cie merged to create ASEA Brown Boveri, later simplified to the initials ABB. 

Both companies were established in the late 1800s and were major electrical equipment manufacturers, a business that ABB remains active in today. The company has also since expanded to robotics and automation technology.
Instruction: What is the best way to make Indian ginger tea?


Response: To make two cups of Indian masala tea, first take 1.5 cups of water in a pot and add about 1 teaspoon of grated ginger, add 2 tablespoons of loose tea leaves (best is Tetley tea). Bring this to boil and add  3/4 cup of milk (whole milk tastes the best) and 3 tablespoons of sugar. Simmer and let the mixture boil for 5 minutes. Use a fine strainer to pour the tea into cups. Enjoy your cup of the best Indian Ginger tea ever.