Meta Introduces FACET To Evaluate Computer Vision Models

    To Evaluate Computer Vision Models Meta Introduced FACET (FAirness in Computer Vision EvaluaTion).

As you can see in this example, Meta’s FACET (FAirness in Computer Vision EvaluaTion) dataset provides a range of images that have been assessed for various demographic attributes, including gender, skin tone, hairstyle, and more.

On Thursday, Meta revealed that it has made its DINOv2 computer vision model available under the Apache 2.0 license. Additionally, they are releasing a set of dense prediction models based on DINOv2, which can be used for tasks like semantic image segmentation and monocular depth estimation. This move provides developers and researchers with more options to explore DINOv2's capabilities in various applications.

Simultaneously, Meta introduced FACET (FAirness in Computer Vision EvaluaTion), a comprehensive benchmark designed to assess the fairness of computer vision models. FACET covers a wide range of tasks, including classification, detection, instance segmentation, and visual grounding.

Meta explained that their decision to introduce FACET stemmed from the difficulties associated with assessing fairness in computer vision, which have frequently been complicated by issues such as mislabeling and demographic biases.

In their blog post, Meta disclosed that the FACET dataset comprises 32,000 images featuring 50,000 individuals. These images have been meticulously annotated by expert human annotators to include demographic attributes. Furthermore, FACET includes labels for person, hair, and clothing attributes for 69,000 masks from SA-1B.

Meta conducted an assessment of DINOv2 using FACET, revealing subtle variations in its performance, notably in gender-biased categories.

Meta expressed their aspiration for FACET to establish itself as a standardized benchmark for evaluating fairness in computer vision models. They aim to assist researchers in evaluating fairness and resilience across a more comprehensive range of demographic characteristics. To facilitate this objective, Meta has made the FACET dataset and a dataset explorer available.

In order to enhance the effectiveness of FACET, Meta enlisted the expertise of reviewers to manually annotate demographic attributes related to individuals, such as perceived gender presentation and perceived age group, along with associated visual characteristics like perceived skin tone, hair type, and accessories.

In their blog post, Meta stated that their objective in launching FACET is to provide researchers and practitioners with a valuable tool. They aim to empower these professionals to engage in comparable benchmarking exercises that will facilitate a deeper comprehension of the disparities that exist within their own models. Furthermore, FACET is intended to serve as a means to monitor the effectiveness of any measures taken to address fairness-related concerns in these models.

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Super Blue Moon 2023, third-largest and brightest of the year

Super Blue Moon 2023, third-largest and brightest of the year

On August 30, the Super Blue Moon marked the third-largest Moon sighting of the year. A "Blue Moon" denotes when two full moons happen in a single calendar month. You can view pictures of it here.

1/5 On Wednesday, Super Blue Moon of August set behind Toronto's CN Tower. The last Blue Moon was visible in August 2021.

2/5  In London, UK, on August 30, an airplane gracefully soared across the night sky, passing in front of the Super Blue Moon.

3/5  On August 30, in San Diego, California, US, a super blue moon ascended above the city and appeared in a shade of orange. This extraordinary event won't grace the night sky again until 2037.

4/5.  On August 30, in Cape Neddick, York, Maine, the spectacular 'Super Blue Moon' made its appearance. Such occurrences happen when the Moon reaches its perigee, the point in its elliptical orbit nearest to Earth.

5/5 The Super Blue Moon as seen in the sky from New Delhi like a crystsal ball on Wednesday.

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Where to get sandbags in Northeast Florida, Southeast Georgia for Tropical Storm

Where to get sandbags in Northeast Florida, Southeast Georgia for Tropical Storm 

Counties in Northeast Florida and Southeast Georgia are beginning to provide details regarding the availability of sandbags as Hurricane Idalia approaches Florida. Action will consistently update this information as we monitor the progress of Hurricane Idalia.

Bradford County,

Now  self-serve sandbag locations are currently operational at BCFR Station 40 in Heilbronn Springs (21412 NW State Road 16) and BCFR Station 90 in Sampson City (13641 SW County Road 227). Pre-filled sandbags are currently being prepared, and an announcement will be issued once they are available for distribution.

Clay County 

Sandbag locations will become accessible at 7 a.m. on Tuesday morning, weather permitting. Here are the designated locations:

Fleming Island: 4387 Lakeshore Drive

Green Cove Springs: 25 Roderigo Avenue

Keystone Heights: Bags available at City Hall, 555 South Lawrence Boulevard, and sand available at Keystone Heights Cemetery on State Road 100

Orange Park: 1086 Fromhart Street

Please note that residents are limited to obtaining a maximum of 10 sandbags each, and it operates on a first-come, first-served basis due to limited availability. The county will replenish the sites as necessary, but residents must fill their own bags. Shovels are not provided, so residents should bring their own for bag-fillings.

In Nassau County, 

it is strongly advised that residents living in areas prone to flooding take the necessary precautions to protect their homes and property. To facilitate this, the county has established two designated locations where sandbags are readily available:

Yulee Road Department: You can find sandbags at 86200 Gene Lasserre Boulevard, Yulee, FL 32097.

Hilliard Road Department: Another location providing sandbags is at 37356 Pea Farm Road, Hilliard, FL 32046.

Both of these sites will be open for sandbag distribution until 7:00 p.m. on Monday. Beginning Tuesday, they will operate from 7:00 a.m. to 7:00 p.m. The sandbags at these locations have already been pre-filled and are ready for pickup, and to assist residents in the process, the Public Works personnel will be present onsite. Importantly, residents will be required to provide proof of residency when collecting sandbags to ensure that resources are allocated to those in need.

Glynn County

Sand is available at Ballard Park, self-service only. We do not have bags, just the sand. It is available on a first come first serve basis.

The City of Brunswick is holding a Sandbag Filling Event on Tuesday at 9 a.m. at Glynn County Stadium, 5 Community Action Drive, Brunswick GA 31520.

Must provide proof of residence within the City of Brunswick limits.

Bags will be available until they run out, or you can bring your own for filling. Volunteers will be available to assist.

Putnam County 

 It has scheduled the opening of sandbag distribution sites for Monday, commencing at 2:30 pm. These sites are strategically located at the following addresses:

Huntington Landfill: 1551 County Rd 308, Crescent City

East Palatka Community Park: 223 Putnam County Blvd, East Palatka

Chesser Pit: 145 West Washington, Hawthorne

Welaka Water Plant: 51 Sportsmans Dr, Welaka

Riverside Fire Station 19: 101 Gail Dr, Satsuma

Palatka Fire Department: 1101 St Johns Ave, Palatka

Bardin Fire Department: 107 Johns Rd, Palatka

These sites will be equipped to provide sandbags for residents in preparation for impending weather conditions. It's essential to stay updated on the operational hours and any specific guidelines provided by the county for sandbag distribution.

St. Johns County 

St John County is taking proactive steps to ensure the safety of its residents in anticipation of Tropical Storm Idalia. Beginning at 12 p.m. on Monday, the county is offering complimentary sandbags at six different locations. These sandbags are a crucial resource for safeguarding homes and properties from potential flooding and storm-related damage.

The sandbags and the sand itself are being provided free of charge. However, it's important to note that individuals must make their own arrangements for transportation to these distribution points, and they should also bring their shovels. Additionally, residents are responsible for filling the sandbags themselves. To maintain fairness and availability for all, there is a limit of 20 sandbags per person.

The distribution of sand and sandbags will commence on Monday and extend through the following day, Tuesday, August 29th, starting at 8 a.m., or until weather conditions permit. The locations where these resources will be accessible are as follows:

1. Windswept Acres Park – 5335 SR A1A S.
2. Solomon Calhoun Community Center – 1300 Duval St.
3. Hastings Community Center – 6195 S. Main St., situated behind the building.
4. Mills Field – 1805 Race Track Road, within the overflow parking area.
5. Palm Valley – Located under the Palm Valley Bridge, on the east side of the Intracoastal Waterway.
6. North Beach Park – 3721 Coastal Highway, at the walkover.

Starting on Tuesday at 8 a.m., the City of St. Augustine will also be providing free sandbags at Francis Field, which can be accessed via 25 West Castillo Drive. Similar to the county's initiative, these sandbags are being offered at no cost and with a limit of 20 bags per individual. Just like before, residents must bring their transportation and shovels to fill the bags.

For those planning to visit Francis Field, please enter from the west off Riberia St. and follow the posted directions. The sandbag distribution service will be available until supplies are exhausted or if weather conditions deteriorate to a point where it's no longer safe to continue.

If you need more information or have questions about this sandbag distribution effort, you can contact the General Services Department at 904-825-1010. For general inquiries related to emergency operations and information, you can reach the St. Johns County Emergency Operations Center Information Hotline at 904-824-5550. Stay safe and prepared during this period of heightened weather alertness.

Camden County

Sand and a limited number of sandbags are available for Camden County residents. You must visit the Public Works Department, during regular business hours, to retrieve sandbags. All locations are self-service and you need to bring your own shovel. More details online

https://camdencountyga.gov/CivicAlerts.aspx?AID=1749&fbclid=IwAR30FFptB7IjDANe2zkXS8kp5HPBlT0ONakksJSC49myF5uDBuwsPD8X10Q.

Sand locations:

Kingsland: 132 Royal Parkway (sand only)

St. Marys: 819 Point Peter Road

Woodbine:

1144 Godley Avenue (Camden County)

1714 Bedell Avenue (City of Woodbine)

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ChatGPT is reportedly down for Users

ChatGPT is reportedly down for Users In the World 

ChatGPT is experiencing issues for many users worldwide. According to Downdetector, a website that tracks service outages, it's reported that 89% of users are encountering problems with ChatGPT, 2% are unable to log in, and 9% can't access the website. For the most current and accurate information regarding the status of ChatGPT or any other online service, I recommend checking official sources like OpenAI's website and their social media channels for announcements about ongoing problems or outages. Additionally, you can refer to platforms like Downdetector for real-time reports from users and updates.

Many users Post on Twitter (Now X) 

Open Artificial Intelligence (AI) Launched ChatGPT Enterprise 

It's great to hear that OpenAI has introduced ChatGPT Enterprise, a specialized version tailored for businesses. This new offering from the company focuses on providing top-tier security and privacy features suitable for enterprise needs. Alongside enhanced security, ChatGPT Enterprise includes several valuable features such as unlimited high-speed access to GPT-4, the ability to process longer inputs with extended context windows, advanced data analysis tools, and the flexibility for customization, among other benefits. This makes it a promising solution for businesses looking to leverage AI-powered conversation capabilities while meeting their specific requirements.

Company Said,"We believe AI can assist and elevate every aspect of our working lives and make teams more creative and productive. Today marks another step towards an AI assistant for work that helps with any task, is customised for your organisation, and that protects your company data,”

“Our new admin console lets you manage team members easily and offers domain verification, SSO, and usage insights, allowing for large-scale deployment into enterprise,” added the company.

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Microsoft is offering silicon engineer internship in 2023

Microsoft is offering silicon engineer internship in 2023.
Apply Now 

The Silicon team at Microsoft is actively searching for skilled engineers who exhibit a strong sense of intellectual curiosity, self-motivation, and genuine excitement for their work. We invite these individuals to become integral members of our CAD team, where they will play a crucial role. Our overarching objective encompasses the development and execution of an all-encompassing design system, reflecting our commitment to innovation and excellence.

This system encompasses vital automation, software solutions, methodologies, and infrastructure, all tailored to support our internal design collaborators. More precisely, this system addresses the requirements of our internal design partners, who leverage scalable and user-friendly technologies to navigate the intricate journey of silicon development and certification.

Minimum Qualifications:

Enrolled in a master’s program focused on disciplines such as Electrical Engineering, Computer Engineering, Computer Science, or a closely related field.

Proficiency in Digital Logic Design and Simulation.

Skilled in Object-Oriented Programming and proficient with Data Structures.

Experience encompassing digital timing analysis, synthesis, and place-and-route techniques.

Familiarity with circuit design, including VLSI principles and solid-state devices.

Understanding of semiconductor processes and manufacturing.

Knowledge of Probability and Statistics, along with exposure to Data Science and Machine Learning concepts.

Ability to script using languages like Python or Perl.

Comfortable operating within a Unix/Linux environment.

Additional Preferred Criteria:

Demonstrated aptitude for effective communication, collaboration, and teamwork, showing the ability to contribute within diverse and inclusive groups.

Familiarity with HDL (Hardware Description Language) platforms such as Verilog/System Verilog.

Experience working with version control systems like GIT.

Background in applying Artificial Intelligence to enhance software development frameworks efficiently.

Roles and Duties:

Enhance and develop your comprehension of Silicon CAD, design methodologies, and automation processes.

Contribute to the architectural design, development, and validation of a CAD solution aimed at resolving existing design execution challenges.

Utilize Artificial Intelligence techniques to create innovative CAD features or enhance existing solutions.

Embrace a growth-oriented mindset to navigate learning and adaptation within a complex and dynamic environment.

To apply for the internship position as a silicon engineer, kindly use the following link. The application deadline is February 1st, 2024. This internship opportunity with Microsoft offers students keen on gaining valuable experience in the field of silicon engineering an exceptional avenue to do so.

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A rare handwritten advertisement for the Apple-1 by Steve Jobs fetched an impressive 1.4 crore rupees at auction.

Steve Jobs’ rare handwritten Apple-1 ad sells for a whopping 1.4 crore at auction

An Apple-1 Computer advertisement personally penned by Steve Jobs, the founder of Apple, garnered a noteworthy $175,759 (roughly ₹1.4 crore) in an auction hosted by Boston's RR Auction. This unique piece of history offers a glimpse into Apple's early beginnings and the innovative brilliance of Steve Jobs, who ignited a technological revolution.

It's fascinating to learn about this historical document related to the Apple-1 computer and Steve Jobs' handwritten notes. The Apple-1 computer holds a significant place in the history of personal computing as it was one of the first personal computers designed and hand-built by Steve Wozniak in 1976. Here's a breakdown of the information provided:

1. Document Description: The document in question is a draft of an advertisement for the Apple-1 computer. It's written on an 8.5 x 11 binder sheet in black ink, dating back to 1976. This document has historical importance as it sheds light on the technical details and features of the early Apple computer.

2. Provenance: The document was acquired by the consignor (the person selling it at auction) during a visit to Steve Jobs' garage in 1976. This garage is renowned as the place where the early Apple computers were assembled and where the company was founded. Thus, the document has a direct connection to the early days of Apple Inc.

3. Technical Details: Steve Jobs' handwritten notes on the document provide insights into the technical specifications of the Apple-1 computer, which were ahead of its time:

• Power Supplies: The document likely described the power supply components of the Apple-1, which were essential for its operation.
• 8K Bytes of RAM: RAM (Random Access Memory) is a critical component for a computer's functionality. The Apple-1 had 8,000 bytes of RAM.
• CRT Terminal with Keyboard Input: This suggests that the Apple-1 had a built-in Cathode-Ray Tube (CRT) terminal, which was a display technology common in early computers. It also supported keyboard input.
• Composite Video Output: This indicates that the computer could generate a composite video signal for display on a monitor or TV.
• Expandability: The document mentions expandability up to 65K via an edge connector. This means that users could potentially upgrade and expand the computer's memory and capabilities.
• Microprocessor Preference: Steve Jobs expressed a preference for the 6501 or 6502 microprocessor. These microprocessors were commonly used in early personal computers. Jobs likely favored them because they supported the BASIC programming language, which was important for early computing enthusiasts.
• Integrated Circuits (ICs) Count: Jobs provided the exact count of integrated circuits (ICs) used in the Apple-1. This information emphasized the computer's potential for growth and expandability.

Steve Jobs added a personal touch by including his signature, contact details, and the address of his parents' home, which served as the first headquarters for the Apple Computer Company at "11161 Crist Dr. Los Altos, CA 940." This inclusion highlights the company's modest origins.

Steve Jobs concluded the advertisement by emphasizing that the Apple-1 was an exceptional opportunity, offering the board and manual together for the price of $75, making it a unique deal.

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American Company Amazon Offers Free Machine Learning Course

Amazon India has launched its third Machine Learning Summer School, providing a comprehensive exploration of essential ML technologies to engineering students expected to graduate in 2024 or 2025, and it's completely free of charge.

Amazon India has initiated the third iteration of its Machine Learning (ML) Summer School, a program tailored to provide students with extensive exposure to crucial ML technologies and industry insights directly from Amazon scientists. This equips them with the skills needed to kickstart a career in the field.

The ML Summer School is a complimentary, immersive learning opportunity for engineering graduates, featuring eight modules spread across four weekends in September, focusing on machine learning.

This initiative strives to establish a robust educational and hands-on groundwork in subjects including Supervised Learning, Deep Neural Networks, Probabilistic Graphical Models, Dimensionality Reduction, and Unsupervised Learning.

What distinguishes Amazon's ML Summer School 

It is its unique approach, which combines practical applications with theoretical knowledge. The curriculum, expertly crafted by industry professionals, also incorporates scientific content from universities. This fusion of academic principles and industry insights equips students with a well-rounded preparation for the real-world challenges they will encounter.

Since its launch in 2021, the Amazon ML Summer School has experienced remarkable growth, attracting a staggering 17,500 registrations in 2022 from engineering students across India. In 2023, the program is expanding to welcome students from any accredited institution in India, promising an even more substantial participation rate.

Certainly, here are the important dates broken down:

1. Registration opens: August 22, 2023
2. Leadership talk - RSVP for Machine Learning opportunities at Amazon: September 1, 2023 | 5:00 pm - 6:00 pm IST
3. Registration closes: September 06, 2023 | 6:59 pm IST
4. Selection test: September 09, 2023 | 11:00 am IST
5. Selected students informed: September 13, 2023
6. Amazon ML Summer School: September 16, 17, 23, 24, 30, October - 1, 7, and 8.                                                                                               

Eligibility Criteria 

Students pursuing Bachelor's, Master's, or PhD degrees in engineering from any accredited institution in India and anticipating graduation in either 2024 or 2025 are eligible to participate.

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Does Day Trading Really Help You To Earn Money

Stock Market Is a Place Where Buyers can Buy Stocks and Sellers can Sell stocks At The Same Time.

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Journey to The Moon: Third Lunar Mission Chandrayaan3

Mission Moon Chandrayaan-3 

The lunar mission Chandrayaan-3 successfully landed near the Moon's south pole on August 23 at 6.04 PM IST. Indian Space Research Organisation (ISRO) developed the entire mission serving as a follow up to Chandrayaan-2 that was unable to meet it's objectives.

What's the Timeline of Chandrayaan-3?

1.On July 6, 2023, ISRO announced the launch date for Chandrayaan-3 as July 14, with plans for liftoff from Sriharikota's secondary launch pad. ISRO completed the vehicle electrical assessments on July 7.

2.Following this, on July 11, the space agency executed a 24-hour launch rehearsal, simulating the entire launch procedure. Finally, on July 14, the spacecraft was launched into its designated orbit by the LVM3 M4 vehicle.

3.Subsequently, a series of orbit-raising maneuvers occurred, starting on July 15 (41,762 km x 173 km), followed by three more on July 17 (41,603 km x 226 km), July 22 (71,351 km x 233 km), and July 25

4.On August 1, Chandrayaan-3 was placed into a translunar orbit (288 km x 3,69,328 km). The spacecraft successfully entered lunar orbit on August 5 (164 km x 18074 km).

5.Adjustments to the lunar orbit took place on August 6, setting it at 170 km x 4,313 km, and on August 9, ISRO refined Chandrayaan-3's trajectory to maintain a lunar orbit of 174 km x 1,437 km.

6.By August 14, Chandrayaan-3 had moved closer to the Moon's surface, achieving an orbit of 150 km x 177 km. This phase was followed by its fifth and final Moon-bound maneuver, establishing a circular lunar orbit of 163 km x 153 km on August 17.

7.On August 17, the landing module, containing the Vikram lander and Pragyan rover, separated from its propulsion system. An operation on August 18, termed "deboosting," adjusted the landing module's orbit to 113 km x 157 km.

8.Finally, on August 20, Chandrayaan-3's orbit reached its farthest point from the Moon at 134 km x 25 km. The lunar touchdown phase commenced on

9. August 23 at 5:47 pm IST, culminating in a successful soft-landing achieved at 6:04 PM IST.

What's next for Indian Lunar mission Chandrayaan-3?

Following a successful lunar landing, Chandrayaan-3's next phase involves the Pragyan rover conducting extensive surface analysis of the Moon over a 14 Earth-day lunar day. Equipped with five scientific instruments, both the Vikram lander and Pragyan rover will collaborate on this mission.

Once the Vikram lander touches down on the Moon's surface, it will unfold one side panel and deploy a ramp for the six-wheeled Pragyan rover. Approximately four hours later, Pragyan will descend from the lander and begin its slow traverse at a speed of 1 cm per second, capturing data with navigation cameras.

As it moves, the rover will leave an imprint of India's national flag and ISRO's logo on the lunar regolith.

This data will be relayed to the lander, which will also gather information about the Moon's near-surface plasma density and thermal properties. Communication with ISRO's Earth-based team will be maintained through the lander.

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