ntkuhn/mlx_dropouts_images · Datasets at Hugging Face

image imagewidth (px) 576 1.02k	description stringlengths 157 547
	The image features a Highland cow standing in a grassy field with a blurred background of rolling hills and trees. The cow has long, shaggy fur and large, curved horns.
	The image shows the exterior of a grand, neoclassical building with large columns and intricate architectural details. The building has a prominent entrance with steps leading up to it, where several people are sitting or standing. The sky is clear and blue, suggesting a sunny day.
	The image depicts a rocky shoreline during sunset or sunrise, with the sky transitioning from blue to warm hues near the horizon. The rocks are jagged and weathered, with some water pooling in low areas between them. The overall scene is serene and natural, capturing the beauty of coastal landscapes.
	The image shows an old stone wall on the left, with a modern building and a construction crane in the background. The sky is clear and blue, indicating a sunny day.
	The image shows a street scene with a brick wall on the right side, featuring a sign that reads "PREBEND GDNS." There is a metal fence and trees in the background, and the ground appears to be paved with asphalt. The overall setting suggests an urban or suburban area.
	The image shows a serene landscape with a clear sky and a full moon setting in the distance. The foreground features a paved area with a triangular manhole cover, surrounded by greenery and trees. The scene is peaceful, with the natural beauty of the sky and the calmness of the landscape creating a tranquil atmosphere.
	The image shows a live music performance with three musicians on stage. One musician is playing a double bass, another is playing the drums, and the third is playing an electric guitar. The stage has a rustic brick wall backdrop and is illuminated by warm lighting.
	The image shows a person standing on a train platform, holding a bicycle. They are wearing a green jacket, black leggings, and a blue helmet. The platform is wet, suggesting recent rain, and there is a brick building with a window behind them. In the background, there are trees and another person walking away from the camera.
	The image depicts a live concert or performance taking place in a large, dimly lit venue with an audience seated in rows of chairs. The stage is illuminated by colorful lights and features a large, intricate backdrop that resembles a cathedral or historical building, complete with arches and stained glass windows. The performers on stage appear to be playing musical instruments, suggesting a live music event.
	The image captures a serene sunset scene from the perspective of a car's side mirror. The sky is painted with hues of orange, pink, and purple, transitioning into a darker blue as it meets the horizon. In the foreground, there is a road with a guardrail on the left side, and a tree stands on the right side of the road. The overall atmosphere is calm and peaceful, evoking a sense of tranquility.
	The image shows a window sill with several potted plants, including a tall green plant and a cactus. The sunlight casts shadows of the plants on the wall, creating a serene and natural atmosphere. The scene is set in a well-lit room with a view of the outdoors through the window.
	The image depicts a snooker match in progress, with a player preparing to take a shot on the green baize table. The scoreboard shows the names of players and their scores, indicating an ongoing competitive game. The audience is seated in the background, attentively watching the match.
	The image shows a neatly organized storage area with wooden shelves. On the shelves, there are stacks of folded towels in various shades of gray. The towels are arranged in neat piles, and the shelves are made of light-colored wood with metal brackets. The overall setting appears clean and well-maintained.
	The image shows a cityscape with modern buildings and a cloudy sky. In the foreground, there is a tree with colorful leaves, possibly indicating autumn. The buildings have a mix of glass and brick facades, and some have green roofs. The overall atmosphere appears calm and serene.
	The image shows a person holding a green bag with a logo that reads "PASSENGER" on it. The bag has a black strap and is placed on a surface next to an orange bag with green straps. The background includes a wooden frame and some furniture.
	The image depicts a live concert scene with four musicians on stage. The stage is illuminated by colorful lights, creating a vibrant atmosphere. The audience is visible in the foreground, with silhouettes of people watching the performance.
	The image shows a fire extinguisher mounted on a wall. It is labeled as a "Water" extinguisher and has instructions for use, including pulling the pin, releasing the hose, aiming at the base of the fire, and squeezing the handles. The extinguisher is designed for Class A fires and is made by Contempo.
	The image shows a street scene in an urban area with a large, domed building in the background. The building has a prominent dome and a spire, suggesting it is a significant architectural structure, possibly a cathedral or a historical monument. In the foreground, there is a white van parked on the side of the street, and several people are walking along the sidewalk. The street is lined with modern buildings, including one with a glass facade. The sky is clear and blue, indicating a sunny day.
	The image shows an office chair with a mesh backrest and a padded seat, positioned on a wooden floor. The chair is equipped with armrests and wheels for mobility. In the background, there are desks with various items such as water bottles, cups, and bags. The setting appears to be a modern office environment.
	The image shows two rectangular metal grilles placed on a wooden floor. The grilles have a grid-like pattern and appear to be made of stainless steel or another shiny metal. They are positioned side by side, with one slightly overlapping the other.
	The image shows a stainless steel kitchen sink with a modern faucet mounted on a white countertop. The sink has a drain in the center and is positioned on a wooden floor. The overall design appears clean and contemporary.
	The image shows a modern kitchen with white countertops and green tiles on the floor. There is a large island in the center, and various kitchen appliances and utensils are visible. The space is well-lit with pendant lights hanging from the ceiling.
	The image shows a small, gray robot toy with black dots on its body and red and yellow accents on its head. The robot is standing upright on a flat surface, possibly a table or desk. In the background, there is a blurred view of a room with some furniture and a window.
	The image shows a modern urban scene with tall, rectangular buildings in the background. In the foreground, there is a paved area with benches and lampposts, and a tree with sparse leaves. The sky is clear and blue, indicating a sunny day.
	The image depicts a scenic mountain landscape with rolling hills and valleys. The sky is partly cloudy, and the terrain is covered in green vegetation and rocky outcrops. In the foreground, there is a person hiking on a trail, adding a sense of scale to the vastness of the landscape.
	The image shows a close-up of a plant growing in soil. The plant has large green leaves and a reddish-brown root emerging from the ground. In the background, there is a garden hose and some potted plants.
	The image showcases a stunning view of Oxford University's historic buildings, featuring intricate Gothic architecture with numerous spires and domes. The sky is clear and blue, providing a beautiful backdrop for the detailed stone structures. In the distance, the surrounding landscape includes trees and other buildings, adding depth to the scene.
	The image depicts a serene garden scene with a brick house in the background. A wooden deck extends over a small pond, featuring a sofa and surrounded by lush greenery. The garden is well-maintained, with various plants and trees, and the sky is clear with some clouds.
	The image shows the exterior of a building with multiple storefronts, including a pharmacy and a café. The building has a sign that reads "Crescent House" and another sign indicating it is part of the Corporation of London's Housing Golden Lane Estate. There is also a "Controlled Zone" sign in front of the building. The street name is Goswell Road EC1.
	The image shows two bicycles parked next to a metal railing on a sidewalk. The bicycle on the left is a green Specialized S-Works model, while the one on the right appears to be a black road bike. Both bikes have water bottles attached to their frames. The background includes a brick wall and a sign that reads "Please close this door."
	The image shows a large, round stone tower with battlements and a flag on top. The tower is surrounded by lush greenery and trees, and there is a stone wall in the foreground. The sky is clear and blue, indicating a sunny day.
	The image shows a plaque with names and dates inscribed on it, likely commemorating significant events or individuals. The text is arranged in chronological order, starting from 1995 and continuing through 2003. Each entry includes the name of an individual, their title or position, and the year they were honored. The plaque appears to be mounted on a wooden surface, possibly inside a building.
	The image shows the grand and historic Windsor Castle, a large stone building with multiple towers and arched windows. The castle is surrounded by a well-maintained lawn and is viewed from behind a black metal fence with pointed tops. The sky above is clear with a few clouds, suggesting a sunny day.
	The image shows two people riding a cargo bike down a street lined with parked cars and classic buildings. The rider in the front is wearing a bright green jacket, while the person behind is dressed in a black jacket. The street appears to be in an urban area with well-maintained surroundings.
	The image shows a serene rural scene with a body of water in the foreground. Several cows and horses are standing in the water, while a person is swimming nearby. The background features a lush green field with trees and a partly cloudy sky.
	The image shows a tree stump with several small wooden signs attached to it, likely indicating different sections or features of the stump. The stump is surrounded by grass and a paved area, and there is a metal fence in the background. The scene appears to be part of an outdoor setting, possibly a park or garden.
	The image shows a person giving a presentation in front of a large screen displaying two architectures: Dual-Encoder and Cross-Encoder. The presenter is pointing towards the Dual-Encoder diagram, which is shown on the left side of the screen. The setting appears to be an indoor space with a staircase and some equipment visible in the background.
	The image is a whiteboard with handwritten notes and diagrams related to machine learning, specifically focusing on two towers in NLP (Natural Language Processing). The content includes terms like "dataset," "query string," "passage text," "is selected," "series of positions," "score," and "dual encoding." There are also references to word embeddings, vector spaces, and the process of training and inference for machine learning models. The notes appear to be part of a lecture or presentation on advanced topics in natural language processing.
	The image shows a self-service cafe with a variety of baked goods and drinks displayed on the counter. There are several pastries, including croissants and chocolate-filled buns, arranged neatly on wooden boards. A menu is also visible, featuring a special 10% discount for students, university staff, and NHS workers. The cafe emphasizes cash payment as its preferred method of payment.
	The image is a slide from a presentation about encoders, likely in the context of machine learning or deep learning. It shows a diagram with various components such as "Tokenizer & Embedding," "Linear projection of flattened patches," "Convolution 1D over the Y axis," and "Spatiotemporal Feature Aggregation." The slide also mentions "Feature Extractors" and "Encoded Representations." The title "Encoders" is prominently displayed at the top, indicating that the slide focuses on the encoder part of a neural network architecture.
	The image shows two individuals standing on a grassy field, likely engaged in a sports activity. They are wearing matching jerseys with the number 77 and 22 respectively. The background features a clear blue sky with scattered clouds and a line of trees beyond the field.
	The image shows a person giving a presentation in front of a large screen displaying a 3D grid with numerical values. The presenter is gesturing towards the screen, which also includes some code snippets and notes about low-level code. The setting appears to be an indoor environment, possibly a conference room or lecture hall.
	The image shows a whiteboard with various mathematical and logical diagrams, equations, and text written in different colors. The content appears to be related to algebraic expressions, logical reasoning, and possibly some form of problem-solving or proof. There are multiple sections with different symbols and notations, including arrows, circles, and brackets, indicating relationships between variables and operations. The board is set up in an office or classroom environment, with a chair visible in the foreground.
	The image shows two individuals in an office setting, engaged in a collaborative activity. One person is standing and writing on a whiteboard with mathematical equations and diagrams, while the other person is seated, observing and possibly discussing the content. The office has large windows, allowing natural light to fill the space, and there are desks with computers and other office supplies visible in the background.
	The image shows a whiteboard with mathematical equations and diagrams related to physics or engineering. The board includes symbols such as \( \overline{IMG} \), \( E \), \( D \), and various variables like \( t_1, t_2, t_3 \), and \( k_i \). There is also a flowchart-like diagram with arrows pointing to different components labeled with mathematical expressions and physical quantities. The person in the image appears to be explaining or teaching the content on the board.
	The image shows a person sitting in an office chair, holding a laptop on their lap. They are wearing a dark-colored shirt and appear to be focused on the screen. The background includes a radiator and a window with blinds.
	The image shows two individuals sitting in an office setting. One person is wearing a black shirt and shorts, while the other is dressed in a gray shirt and beige pants. They are seated on orange chairs with their legs crossed. In the background, there is a desk with a computer monitor, some papers, and a water bottle. The room has a modern design with wooden flooring and white walls.
	The image shows a person's lower body, including their legs and feet, standing on a wooden floor. The person is wearing black shorts and white sneakers. They are holding a small plastic container in their right hand, which appears to be a toothpaste tube. The background includes a white pipe running along the wall.
	The image shows a person taking a mirror selfie in a modern, minimalist room with white walls and wooden floors. The individual is holding a smartphone with a black case, and the reflection in the mirror reveals a door with an exit sign above it. The person is wearing a light-colored shirt and has their hair styled upwards.
	The image shows a person taking a selfie with a smartphone. The background appears to be an indoor setting, possibly an office or a workspace, with desks and computers visible. The person is wearing glasses and has short hair.
	The image shows a window sill with a radiator underneath it. On the radiator, there is a laptop and a mug. The window has a view of a brick building outside.
	The image is a whiteboard with various mathematical and technical diagrams, equations, and symbols. It appears to be related to machine learning or data science, featuring terms like "MLP," "ReLU," "KQ," and "softmax." The board includes multiple layers of information, including text and mathematical expressions, organized in a structured manner.
	The image shows a person standing next to a whiteboard filled with mathematical equations and diagrams. The person is wearing glasses and a dark shirt, and they appear to be presenting or explaining the content on the board. The whiteboard contains various symbols, numbers, and text, indicating a complex mathematical or scientific discussion.
	The image shows two individuals sitting at a desk in an office setting. One person is using a laptop and a keyboard, while the other person is assisting or observing. The desk has various items on it, including a water bottle, a bag, and some personal belongings. The background features a window with a view of a room with a bed and a radiator.
	The image shows a bottle of water with a blue and white design featuring fish and other sea creatures, placed on a table next to a Lidl shopping bag. The background includes a red refrigerator and a white cabinet.
	The image shows a pair of glasses resting on a wooden surface next to a laptop. The glasses have a brown frame and the text "GOL. 10" is visible on one arm. The laptop has a black keyboard and a blue power button, with a white charging cable plugged into it.
	The image shows a person holding a blue bicycle helmet with the word "RIDGE" written on it. The person is wearing glasses and a black shirt, and there is a blue pillow and a yellow cushion in the background.
	The image shows a person sitting in a chair, adjusting a blue and black bicycle helmet on their head. They are wearing glasses and a black shirt with a red logo on the left side. The background includes a window with a view of a building and some colorful artwork on the wall.
	The image shows a blue bicycle helmet with the brand name "RIDGE" on it, placed on top of a wooden table. The helmet has multiple ventilation holes and appears to be designed for safety while cycling. In the background, there is a red bag and a white mug, suggesting that the setting might be a kitchen or dining area.
	The image shows an office setting with several people engaged in various activities. In the foreground, a person is sitting on a chair, looking up and smiling. Behind them, there is a large orange couch and a whiteboard with diagrams on it. The room has a modern design with large windows, wooden floors, and comfortable seating arrangements.
	The image shows three individuals in a room, with two standing and one sitting on an orange couch. The standing individuals appear to be engaged in a discussion or presentation, as they are pointing at a whiteboard filled with mathematical equations and diagrams. The person sitting is using a laptop, possibly taking notes or reviewing the content displayed on the whiteboard. The room has a modern and casual atmosphere, with a large window allowing natural light to enter.
	The image shows a group of people in an office setting, with two individuals standing and writing on a whiteboard. The room has large windows, a comfortable orange couch, and modern decor. There is also a person sitting at a desk working on a laptop.
	The image shows a modern office or meeting room with large windows allowing natural light to flood the space. Three individuals are standing around a whiteboard, engaged in a discussion or presentation. The room features a comfortable orange couch and a sleek black desk with a tablet and remote control on it. The overall atmosphere is collaborative and professional.
	The image shows a person sitting in front of a computer, giving a thumbs-up gesture. The computer screen displays a code editor with a project named "MLXMultimodal" and some text that appears to be instructions or comments. The person is wearing a black shirt and is smiling, indicating a positive or successful moment related to the work on the computer.
	The image shows an archway with intricate carvings and columns, likely part of a historical or architectural structure. The arch is supported by two columns on either side, and the top of the arch features a decorative frieze with geometric patterns. The setting appears to be outdoors at night, as the sky is dark and illuminated by artificial lighting.
	The image shows a person walking through an archway in a dimly lit hallway. The floor is covered with patterned tiles, and the walls appear to be made of stone or concrete. The lighting is low, creating a somewhat shadowy atmosphere.
	The image shows a close-up of a white ceramic mug filled with a dark liquid, likely coffee or tea, with a frothy layer on top. The mug is held by a person's hand, and the background appears to be an outdoor setting with a glass table and some objects on it.

The image features a Highland cow standing in a grassy field with a blurred background of rolling hills and trees. The cow has long, shaggy fur and large, curved horns.

The image shows the exterior of a grand, neoclassical building with large columns and intricate architectural details. The building has a prominent entrance with steps leading up to it, where several people are sitting or standing. The sky is clear and blue, suggesting a sunny day.

The image depicts a rocky shoreline during sunset or sunrise, with the sky transitioning from blue to warm hues near the horizon. The rocks are jagged and weathered, with some water pooling in low areas between them. The overall scene is serene and natural, capturing the beauty of coastal landscapes.

The image shows an old stone wall on the left, with a modern building and a construction crane in the background. The sky is clear and blue, indicating a sunny day.

The image shows a street scene with a brick wall on the right side, featuring a sign that reads "PREBEND GDNS." There is a metal fence and trees in the background, and the ground appears to be paved with asphalt. The overall setting suggests an urban or suburban area.

The image shows a serene landscape with a clear sky and a full moon setting in the distance. The foreground features a paved area with a triangular manhole cover, surrounded by greenery and trees. The scene is peaceful, with the natural beauty of the sky and the calmness of the landscape creating a tranquil atmosphere.

The image shows a live music performance with three musicians on stage. One musician is playing a double bass, another is playing the drums, and the third is playing an electric guitar. The stage has a rustic brick wall backdrop and is illuminated by warm lighting.

The image shows a person standing on a train platform, holding a bicycle. They are wearing a green jacket, black leggings, and a blue helmet. The platform is wet, suggesting recent rain, and there is a brick building with a window behind them. In the background, there are trees and another person walking away from the camera.

The image depicts a live concert or performance taking place in a large, dimly lit venue with an audience seated in rows of chairs. The stage is illuminated by colorful lights and features a large, intricate backdrop that resembles a cathedral or historical building, complete with arches and stained glass windows. The performers on stage appear to be playing musical instruments, suggesting a live music event.

The image captures a serene sunset scene from the perspective of a car's side mirror. The sky is painted with hues of orange, pink, and purple, transitioning into a darker blue as it meets the horizon. In the foreground, there is a road with a guardrail on the left side, and a tree stands on the right side of the road. The overall atmosphere is calm and peaceful, evoking a sense of tranquility.

The image shows a window sill with several potted plants, including a tall green plant and a cactus. The sunlight casts shadows of the plants on the wall, creating a serene and natural atmosphere. The scene is set in a well-lit room with a view of the outdoors through the window.

The image depicts a snooker match in progress, with a player preparing to take a shot on the green baize table. The scoreboard shows the names of players and their scores, indicating an ongoing competitive game. The audience is seated in the background, attentively watching the match.

The image shows a neatly organized storage area with wooden shelves. On the shelves, there are stacks of folded towels in various shades of gray. The towels are arranged in neat piles, and the shelves are made of light-colored wood with metal brackets. The overall setting appears clean and well-maintained.

The image shows a cityscape with modern buildings and a cloudy sky. In the foreground, there is a tree with colorful leaves, possibly indicating autumn. The buildings have a mix of glass and brick facades, and some have green roofs. The overall atmosphere appears calm and serene.

The image shows a person holding a green bag with a logo that reads "PASSENGER" on it. The bag has a black strap and is placed on a surface next to an orange bag with green straps. The background includes a wooden frame and some furniture.

The image depicts a live concert scene with four musicians on stage. The stage is illuminated by colorful lights, creating a vibrant atmosphere. The audience is visible in the foreground, with silhouettes of people watching the performance.

The image shows a fire extinguisher mounted on a wall. It is labeled as a "Water" extinguisher and has instructions for use, including pulling the pin, releasing the hose, aiming at the base of the fire, and squeezing the handles. The extinguisher is designed for Class A fires and is made by Contempo.

The image shows a street scene in an urban area with a large, domed building in the background. The building has a prominent dome and a spire, suggesting it is a significant architectural structure, possibly a cathedral or a historical monument. In the foreground, there is a white van parked on the side of the street, and several people are walking along the sidewalk. The street is lined with modern buildings, including one with a glass facade. The sky is clear and blue, indicating a sunny day.

The image shows an office chair with a mesh backrest and a padded seat, positioned on a wooden floor. The chair is equipped with armrests and wheels for mobility. In the background, there are desks with various items such as water bottles, cups, and bags. The setting appears to be a modern office environment.

The image shows two rectangular metal grilles placed on a wooden floor. The grilles have a grid-like pattern and appear to be made of stainless steel or another shiny metal. They are positioned side by side, with one slightly overlapping the other.

The image shows a stainless steel kitchen sink with a modern faucet mounted on a white countertop. The sink has a drain in the center and is positioned on a wooden floor. The overall design appears clean and contemporary.

The image shows a modern kitchen with white countertops and green tiles on the floor. There is a large island in the center, and various kitchen appliances and utensils are visible. The space is well-lit with pendant lights hanging from the ceiling.

The image shows a small, gray robot toy with black dots on its body and red and yellow accents on its head. The robot is standing upright on a flat surface, possibly a table or desk. In the background, there is a blurred view of a room with some furniture and a window.

The image shows a modern urban scene with tall, rectangular buildings in the background. In the foreground, there is a paved area with benches and lampposts, and a tree with sparse leaves. The sky is clear and blue, indicating a sunny day.

The image depicts a scenic mountain landscape with rolling hills and valleys. The sky is partly cloudy, and the terrain is covered in green vegetation and rocky outcrops. In the foreground, there is a person hiking on a trail, adding a sense of scale to the vastness of the landscape.

The image shows a close-up of a plant growing in soil. The plant has large green leaves and a reddish-brown root emerging from the ground. In the background, there is a garden hose and some potted plants.

The image showcases a stunning view of Oxford University's historic buildings, featuring intricate Gothic architecture with numerous spires and domes. The sky is clear and blue, providing a beautiful backdrop for the detailed stone structures. In the distance, the surrounding landscape includes trees and other buildings, adding depth to the scene.

The image depicts a serene garden scene with a brick house in the background. A wooden deck extends over a small pond, featuring a sofa and surrounded by lush greenery. The garden is well-maintained, with various plants and trees, and the sky is clear with some clouds.

The image shows the exterior of a building with multiple storefronts, including a pharmacy and a café. The building has a sign that reads "Crescent House" and another sign indicating it is part of the Corporation of London's Housing Golden Lane Estate. There is also a "Controlled Zone" sign in front of the building. The street name is Goswell Road EC1.

The image shows two bicycles parked next to a metal railing on a sidewalk. The bicycle on the left is a green Specialized S-Works model, while the one on the right appears to be a black road bike. Both bikes have water bottles attached to their frames. The background includes a brick wall and a sign that reads "Please close this door."

The image shows a large, round stone tower with battlements and a flag on top. The tower is surrounded by lush greenery and trees, and there is a stone wall in the foreground. The sky is clear and blue, indicating a sunny day.

The image shows a plaque with names and dates inscribed on it, likely commemorating significant events or individuals. The text is arranged in chronological order, starting from 1995 and continuing through 2003. Each entry includes the name of an individual, their title or position, and the year they were honored. The plaque appears to be mounted on a wooden surface, possibly inside a building.

The image shows the grand and historic Windsor Castle, a large stone building with multiple towers and arched windows. The castle is surrounded by a well-maintained lawn and is viewed from behind a black metal fence with pointed tops. The sky above is clear with a few clouds, suggesting a sunny day.

The image shows two people riding a cargo bike down a street lined with parked cars and classic buildings. The rider in the front is wearing a bright green jacket, while the person behind is dressed in a black jacket. The street appears to be in an urban area with well-maintained surroundings.

The image shows a serene rural scene with a body of water in the foreground. Several cows and horses are standing in the water, while a person is swimming nearby. The background features a lush green field with trees and a partly cloudy sky.

The image shows a tree stump with several small wooden signs attached to it, likely indicating different sections or features of the stump. The stump is surrounded by grass and a paved area, and there is a metal fence in the background. The scene appears to be part of an outdoor setting, possibly a park or garden.

The image shows a person giving a presentation in front of a large screen displaying two architectures: Dual-Encoder and Cross-Encoder. The presenter is pointing towards the Dual-Encoder diagram, which is shown on the left side of the screen. The setting appears to be an indoor space with a staircase and some equipment visible in the background.

The image is a whiteboard with handwritten notes and diagrams related to machine learning, specifically focusing on two towers in NLP (Natural Language Processing). The content includes terms like "dataset," "query string," "passage text," "is selected," "series of positions," "score," and "dual encoding." There are also references to word embeddings, vector spaces, and the process of training and inference for machine learning models. The notes appear to be part of a lecture or presentation on advanced topics in natural language processing.

The image shows a self-service cafe with a variety of baked goods and drinks displayed on the counter. There are several pastries, including croissants and chocolate-filled buns, arranged neatly on wooden boards. A menu is also visible, featuring a special 10% discount for students, university staff, and NHS workers. The cafe emphasizes cash payment as its preferred method of payment.

The image is a slide from a presentation about encoders, likely in the context of machine learning or deep learning. It shows a diagram with various components such as "Tokenizer & Embedding," "Linear projection of flattened patches," "Convolution 1D over the Y axis," and "Spatiotemporal Feature Aggregation." The slide also mentions "Feature Extractors" and "Encoded Representations." The title "Encoders" is prominently displayed at the top, indicating that the slide focuses on the encoder part of a neural network architecture.

The image shows two individuals standing on a grassy field, likely engaged in a sports activity. They are wearing matching jerseys with the number 77 and 22 respectively. The background features a clear blue sky with scattered clouds and a line of trees beyond the field.

The image shows a person giving a presentation in front of a large screen displaying a 3D grid with numerical values. The presenter is gesturing towards the screen, which also includes some code snippets and notes about low-level code. The setting appears to be an indoor environment, possibly a conference room or lecture hall.

The image shows a whiteboard with various mathematical and logical diagrams, equations, and text written in different colors. The content appears to be related to algebraic expressions, logical reasoning, and possibly some form of problem-solving or proof. There are multiple sections with different symbols and notations, including arrows, circles, and brackets, indicating relationships between variables and operations. The board is set up in an office or classroom environment, with a chair visible in the foreground.

The image shows two individuals in an office setting, engaged in a collaborative activity. One person is standing and writing on a whiteboard with mathematical equations and diagrams, while the other person is seated, observing and possibly discussing the content. The office has large windows, allowing natural light to fill the space, and there are desks with computers and other office supplies visible in the background.

The image shows a whiteboard with mathematical equations and diagrams related to physics or engineering. The board includes symbols such as \( \overline{IMG} \), \( E \), \( D \), and various variables like \( t_1, t_2, t_3 \), and \( k_i \). There is also a flowchart-like diagram with arrows pointing to different components labeled with mathematical expressions and physical quantities. The person in the image appears to be explaining or teaching the content on the board.

The image shows a person sitting in an office chair, holding a laptop on their lap. They are wearing a dark-colored shirt and appear to be focused on the screen. The background includes a radiator and a window with blinds.

The image shows two individuals sitting in an office setting. One person is wearing a black shirt and shorts, while the other is dressed in a gray shirt and beige pants. They are seated on orange chairs with their legs crossed. In the background, there is a desk with a computer monitor, some papers, and a water bottle. The room has a modern design with wooden flooring and white walls.

The image shows a person's lower body, including their legs and feet, standing on a wooden floor. The person is wearing black shorts and white sneakers. They are holding a small plastic container in their right hand, which appears to be a toothpaste tube. The background includes a white pipe running along the wall.

The image shows a person taking a mirror selfie in a modern, minimalist room with white walls and wooden floors. The individual is holding a smartphone with a black case, and the reflection in the mirror reveals a door with an exit sign above it. The person is wearing a light-colored shirt and has their hair styled upwards.

The image shows a person taking a selfie with a smartphone. The background appears to be an indoor setting, possibly an office or a workspace, with desks and computers visible. The person is wearing glasses and has short hair.

The image shows a window sill with a radiator underneath it. On the radiator, there is a laptop and a mug. The window has a view of a brick building outside.

The image is a whiteboard with various mathematical and technical diagrams, equations, and symbols. It appears to be related to machine learning or data science, featuring terms like "MLP," "ReLU," "KQ," and "softmax." The board includes multiple layers of information, including text and mathematical expressions, organized in a structured manner.

The image shows a person standing next to a whiteboard filled with mathematical equations and diagrams. The person is wearing glasses and a dark shirt, and they appear to be presenting or explaining the content on the board. The whiteboard contains various symbols, numbers, and text, indicating a complex mathematical or scientific discussion.

The image shows two individuals sitting at a desk in an office setting. One person is using a laptop and a keyboard, while the other person is assisting or observing. The desk has various items on it, including a water bottle, a bag, and some personal belongings. The background features a window with a view of a room with a bed and a radiator.

The image shows a bottle of water with a blue and white design featuring fish and other sea creatures, placed on a table next to a Lidl shopping bag. The background includes a red refrigerator and a white cabinet.

The image shows a pair of glasses resting on a wooden surface next to a laptop. The glasses have a brown frame and the text "GOL. 10" is visible on one arm. The laptop has a black keyboard and a blue power button, with a white charging cable plugged into it.

The image shows a person holding a blue bicycle helmet with the word "RIDGE" written on it. The person is wearing glasses and a black shirt, and there is a blue pillow and a yellow cushion in the background.

The image shows a person sitting in a chair, adjusting a blue and black bicycle helmet on their head. They are wearing glasses and a black shirt with a red logo on the left side. The background includes a window with a view of a building and some colorful artwork on the wall.

The image shows a blue bicycle helmet with the brand name "RIDGE" on it, placed on top of a wooden table. The helmet has multiple ventilation holes and appears to be designed for safety while cycling. In the background, there is a red bag and a white mug, suggesting that the setting might be a kitchen or dining area.

The image shows an office setting with several people engaged in various activities. In the foreground, a person is sitting on a chair, looking up and smiling. Behind them, there is a large orange couch and a whiteboard with diagrams on it. The room has a modern design with large windows, wooden floors, and comfortable seating arrangements.

The image shows three individuals in a room, with two standing and one sitting on an orange couch. The standing individuals appear to be engaged in a discussion or presentation, as they are pointing at a whiteboard filled with mathematical equations and diagrams. The person sitting is using a laptop, possibly taking notes or reviewing the content displayed on the whiteboard. The room has a modern and casual atmosphere, with a large window allowing natural light to enter.

The image shows a group of people in an office setting, with two individuals standing and writing on a whiteboard. The room has large windows, a comfortable orange couch, and modern decor. There is also a person sitting at a desk working on a laptop.

The image shows a modern office or meeting room with large windows allowing natural light to flood the space. Three individuals are standing around a whiteboard, engaged in a discussion or presentation. The room features a comfortable orange couch and a sleek black desk with a tablet and remote control on it. The overall atmosphere is collaborative and professional.

The image shows a person sitting in front of a computer, giving a thumbs-up gesture. The computer screen displays a code editor with a project named "MLXMultimodal" and some text that appears to be instructions or comments. The person is wearing a black shirt and is smiling, indicating a positive or successful moment related to the work on the computer.

The image shows an archway with intricate carvings and columns, likely part of a historical or architectural structure. The arch is supported by two columns on either side, and the top of the arch features a decorative frieze with geometric patterns. The setting appears to be outdoors at night, as the sky is dark and illuminated by artificial lighting.

The image shows a person walking through an archway in a dimly lit hallway. The floor is covered with patterned tiles, and the walls appear to be made of stone or concrete. The lighting is low, creating a somewhat shadowy atmosphere.

The image shows a close-up of a white ceramic mug filled with a dark liquid, likely coffee or tea, with a frothy layer on top. The mug is held by a person's hand, and the background appears to be an outdoor setting with a glass table and some objects on it.