Dwarf fortress how to remove down stairs

This is how my Saturn V from Marstoy turned out. Picture isn't great as it was hard to get a good angle and I'm not fully awake yet.😆 Mostly good build as mentioned previously I had a few brick explosions along the way. The internal red pieces were terrible quality with no grip. The other bricks were mostly fine. I had to put a lot of pressure on certain parts to get them to fit together. I had to take out two pieces to get the middle module to attach to the bottom one smoothly. But they still come apart properly like they should. It came with lander and raft also. I had to remove two tiny pieces when building the lander as they were the wrong pieces but it could be that I mixed them up with similar pieces along the way. I'd give the brick quality a 7/10 as got a bit mad with those red pieces. I'd give the build experience a 7/10 again due to the red pieces and the look of the final product a 10/10. Cost around 30 euro and another 30 for postage. I would buy it again.

I know how to deal with it as you can see from rounds 1-4. Round 5 he started to run around in circles. I did the classic quick power jab and let him run and not chase. I'd occasionally cut off and echange. When i lost round 5 even though i was sure i landed more, i lost composure. I started crowding him to try and land some combos to knock him out and that explains the rest of the rounds. I'm not good at following up on a staggered enemy. That's why i like Wilder, his heavy punches are risky but you can often get a flash knock out/down if you can land it. This is pretty much the only reason I won this one. Last round flash knock down was super satisfying. I don't often see guys like this though.

My camera hasnt been dropped or damaged. There may be a small amount of sand in certain parts of the camera but nothing substantial. Everything else about the camera works fine including the lens/zoom, it's just that when I move the tilting screen around, the image remains fixed rather than changing in regards to how I should be seeing it (when it's upside down, the image stays upside down) . I should add that the screen does change only at one point when I bring the screen out slightly, and it becomes a mirror image.
I've included some pics for reference. Is there any way of rectifying this using the camera features or is it a case of shipping it off for repairs/trying DIY repair on it? New battery perhaps?
It's not a huge deal but if I plan to sell it in the next few years, I don't know if someone would class this as a major flaw.

➡️https://www.genkicourses.site/product/austin-belcak-the-dream-job-system/⬅️
Get the course here: [Genkicourses.site] ✔️Austin Belcak – The Dream Job System ✔️ Full Course Download
https://preview.redd.it/2cw7tbikxw4b1.jpg?width=510&format=pjpg&auto=webp&s=5e918b92f418d031703c7aa9ab919cd74bc17412
Courses proof (screenshots for example, or 1 free sample video from the course) are available upon demand, simply Contact us here
​
​
The Dream Job System bring you quick, highly actionable strategies to help you land a job you love without “traditional” experience and without applying online. These modern job search tactics stem from Austin Belcak’s personal experience landing offers from Google, Microsoft, and Twitter as well as his experience helping thousands of job seekers get hired at the world’s best companies without applying online. What You Get Inside The Dream Job System: Module #1 – THE UNCONVENTIONAL JOB SEARCH BLUEPRINT
Introduction & what to expect from the course Discover why 99% of people fail to land jobs they love Reveal my 7 step “Dream Job System Blueprint“ Leverage my “Find Your Why” formula to discover the right career path and role for you (even if you have no idea what you want to do!) [Templates Included]
Module #2 – YOUR RESUME
Learn how to transform your resume into an interview generating machine Revealing my proprietary process for writing highly effective resumes that both ATS systems and hiring managers love Discover how to choose the right resume template, identify the right resume keywords, leverage formatting, & writing value-driven resume bullets [9+ Templates Included]
Module #3 – YOUR COVER LETTER
Answering the question of “do Cover Letters still matter?” Learn my 3 step framework for writing a crazy effective cover letter in 30 minutes Breakdown of real Cover Letters from real people who landed jobs at companies like Google, etc. Access to my proven Cover Letter Template [2 Examples Included]
Module #4 – HOW TO LAND A REFERRAL WITHOUT APPLYING ONLINE
Discover how to statistically guarantee yourself a job offer using my “Pipeline Technique” [Template Included] Use my “Dream Role Profile” to score the roles you find vs. your values and your career goals [Scorecard Included] Learn how to identify target companies that will be scrambling to hire you Learn how to identify contacts who can influence your ability to get hired at those target companies Deep dive into my research process for learning everything about public & private companies
Module #5 – MY PSYCHOLOGY-BACKED RELATIONSHIP FORMULA
Discover my 5 research-backed relationship building principles Leverage the 90:9:1 Rule for starting strong relationships Learn my process for become a highly effective cold emailer [Templates Included] Break down the 5 most effective relationship building strategies, including my “Goal Getter,” “Show Me You Know Me,” & “Testimonial Method” tactics How to use the Dream 50 technique to turn total strangers into referrals and advocates [Worksheet Included]
Module #6 – VALUE VALIDATION PROJECTS
Discover the single most effective tactic for landing a dream job (this is my “secret sauce!”) Create a project that makes your value irresistible and crystal clear to recruiters and hiring managers Learn 5 unique ways to come up with a killer Value Validation Project idea Break down my process for creating an high quality Value Validation Project for free! Deep dive into 5+ Value Validation Project Examples from real students at companies like Microsoft, Instagram, AirBnB, Twitter, & more [Projects Included]
Module #7 – JOB-WINNING INTERVIEW PREPARATION
Revealing the science behind my research-backed interview preparation strategy Discover the 7 core interview questions you’ll be asked in 90% of interviews Learn how to craft and deliver interview answers that will blow your interviewer away [Examples Included] Proven frameworks for answering trick questions like What’s Your Biggest Weakness?, Tell Me About Yourself?, and How Many Golf Balls Can Fit Inside of a 747 Airplane? [Templates Included] Learn the secret to “turning the tables” and using your non-traditional background as an advantage over other candidates
Module #8 – PSYCHOLOGY-BACKED INTERVIEW DAY STRATEGIES
Learn how 3 simple principles of behavioral psychology will allow you to get inside your interviewer’s brain and help you build a strong relationship with them Utilizing Conversation Ratio to leave a positive impression on your interviewer down to the molecular level (seriously…I’ll show you the science behind it) Illustrating how The Recency Effect can allow you to choose exactly what our interview remembers about you 5 psychologically-rooted questions I asked every interviewer and the breakdown of why they are so powerful [Templates Included]
Module #9 – MAXIMIZING YOUR SALARY & COMP PACKAGE
Learn the salary negotiation strategies that DJS students have used to boost their salaries by an average of 36% – 44% Leverage a simple framework to control the conversation when your future employer asks about your salary expectations Discover the different types of negotiators and the specialized techniques you can use to be successful with each type Share other forms of compensations that you can negotiate beyond salary (that might actually be worth more!)

➡️https://www.genkicourses.site/product/travis-ventrella-market-bldrsmillionaire-bootcamp/⬅️
Get the course here: [Genkicourses.site] ✔️Travis Ventrella – Market BLDRS + Millionaire Bootcamp ✔️ Full Course Download
https://preview.redd.it/sctord5fxw4b1.jpg?width=510&format=pjpg&auto=webp&s=ec1991b14fd2530d83947ac4aaf342db4d7544da
Courses proof (screenshots for example, or 1 free sample video from the course) are available upon demand, simply Contact us here
​
​
Market BLDRS – Learn How To Create A New Side Hustle On The WORLDS #1 SOCIAL PLATFORM and Fastest Growing Digital Marketplace From Anywhere In The World Using Just Your Smartphone …Without Spending An Arm & Leg To Do So! What You Get Inside Market BLDRS:
Market BLDRS Course & Membership Access 2022 New & Updated – You get access to our advanced e-commerce course Monthly Live Coaching Calls – Coaching Calls where we hold nothing back, and invite special guest to speak. Previous 4 Day Private Workshop – Entire recording of our Private exclusive workshop where we discussed more secrets.
Bonuses:
BONUS #1 – Ultimate Sales Tracker Spreadsheet – Get the EXACT Sales Tracker we use to run our FB Business BONUS #2 – (FIRST TIME EVER) Join Our “GET STARTED FAST” 3 Day Interactive Zoom Training – 3 Days of INSANE Value! Quick start your business. We Hold Your Hand and Walk You through how everything works. BONUS #3 – ​Millionaire Bootcamp Course 2021 New & Updated – Get Instant access to Tim’s Course “Millionaire Bootcamp” Where Tim shares the 5 Principles that have lead to Multiple 7 Figure Years personally as well as 100’s of Millions in Earnings for his sales group over the past 10 years! Tim shows you the simple but life changing things that most millionaires do daily, that lead to their success regardless of what business or industry they are in. There is a reason some people win at everything they do! BONUS #4 – Recording Of Our Coaching Call With Stephen – Recording of a detailed call where almost everyone made money because of the value shared. [NEW] BONUS #5 – ​FB Shop Secrets – Get Instant access to our training on how to crush it with your own FB Shop. This is new and we have students already making over $20,000+ a month with it! Just one tactic we teach, people have paid over $10,000 to learn elsewhere. You get it as a BONUS! [NEW] BONUS #6 – Access To Our Last “GET STARTED FAST” 3 Day Interactive Zoom Training Recordings – 3 Days of INSANE Value! Quick start your business. We Hold Your Hand and Walk You through how everything works. [NEW] BONUS #7 – Millionaire Framework Mastermind Recording – The Millionaire Framework you are about to learn comes directly from the Bible. This bonus is amazing because Travis breaks down the framework used by fortune 500 companies. Apply this framework to any business you operate and watch what happens. [NEW] BONUS #8 – How To Dominate In Business, Ministry, & Life Workshop Recording – Get Instant access to our workshop that shows you how to dominate in ministry, business, & life. Many people lack direction and in this teaching you will learn the exact blueprint that Travis personally followed to see massive results. [NEW] BONUS #9 – Understanding The 24 Hour Principle Mastermind Call – This bonus is a recording of a mastermind call with Travis. He breaks down the 24 hour principle and shows you how to get more out of your day.

​
https://preview.redd.it/cgj7zapl4y4b1.jpg?width=1066&format=pjpg&auto=webp&s=eefac69263a9c1ade0edc7b84fdde8bdd199fec3
Overview of ethical considerations in ML development, best practices for ethical ML development, compliance considerations for ML systems.
Machine learning (ML) has the potential to transform industries, improve processes, and provide solutions to complex problems. However, as with any powerful technology, ethical considerations and compliance requirements must be considered. The ethical implications of machine learning are vast, and the development of ethical machine learning systems is crucial to ensure they are used for good. This article will explore moral considerations in ML development, best practices for ethical ML development, and compliance considerations for ML systems.
​
Ethical Considerations in ML Development
​
Developing ethical machine learning systems is essential to ensure they benefit society and do not cause harm. So let's consider some ethical issues that need to be taken into account during the development of ML systems:
​
Bias:Machine learning algorithms are only as unbiased as the data they are trained on. The resulting algorithm will also be biased if the training data contains preferences. This issue can lead to unfair decisions and perpetuate discrimination. Therefore, it is essential to identify and remove biases from the training data to ensure the fairness of the ML system.
Privacy: Machine learning algorithms often use personal data to make decisions. It is essential to ensure that the data is collected, stored, and used ethically and that the privacy of the individuals is protected.
Transparency: ML algorithms can be complex, and understanding how they arrive at a decision is often difficult. It is essential to make the decision-making process transparent so a user can understand how the system arrived at a particular conclusion.
Accountability and Liability: The deployment of ML systems can significantly impact individuals and society. Determining accountability and liability in cases of errors, biases, or unintended consequences can be challenging. As ML systems become more autonomous, the question of who is responsible for their actions becomes crucial. Developing frameworks that establish clear lines of accountability and liability is essential for addressing ethical concerns and providing recourse for individuals affected by ML system outcomes.
​
Best Practices for Ethical ML Development
​
To develop ethical machine learning systems, developers must follow best practices that ensure the system is fair, transparent, and accountable. Here are some best practices for ethical ML development:
​
Diversity: It is essential to ensure the development team is diverse, representing different backgrounds and perspectives. It allows for the identification and removal of biases from the system.
Data Quality: High-quality data is crucial for ethical machine learning development. The data should be representative, diverse, and unbiased.
Model Interpretability: Unfortunately, the inherent complexity of some ML models can make them challenging to interpret and explain. This lack of interpretability can lead to mistrust and skepticism from users, regulatory bodies, and society as a whole. Understanding the decision-making process of ML systems is crucial for ensuring transparency, accountability, and ethical usage. Developing model interpretability and explainability techniques is an ongoing challenge that requires bridging the gap between accuracy and clarity. In order to make the system transparent, it is crucial to ensure that the model is easily interpretable. It means that the decision-making process should be understandable to non-experts.
Regular Audits: Machine learning algorithms can change over time, and it is essential to regularly audit the system to ensure that it remains fair and unbiased.
Ethical Education and Awareness: Building a culture of ethics and compliance in the ML field requires educating and raising awareness among developers, organizations, and end-users. A lack of understanding of ethical considerations, biases, and compliance requirements can hinder ML systems' responsible development and usage. Encouraging interdisciplinary collaboration, promoting ethical training programs, and fostering open discussions on the societal impacts of ML is essential to overcome this challenge.
​
Compliance Considerations for ML Systems
​
Compliance considerations are also crucial when developing machine learning systems. Organizations must ensure their ML systems comply with relevant laws and regulations. Here are some compliance considerations for ML systems:
​
Data Privacy: Organizations must comply with regulations of data privacy, among them the California Consumer Privacy Act (CCPA) and the General Data Protection Regulation (GDPR). It means that before collecting and using individuals' data, one needs to obtain their consent and ensure that it is secure and protected.
Fair Lending: Have you heard aboutthe Equal Credit Opportunity Act (ECOA)? It prohibits lenders from discriminating based on race, ethnicity, religion, sex, marital status, age, or national origin. Machine learning systems used in lending must comply with this regulation and ensure that the decision-making process is fair and unbiased.
Health Regulations: Machine learning systems used in healthcare needs to comply with regulations such as the Health Insurance Portability and Accountability Act (HIPAA). So it means they must ensure the privacy and security of patient data and obtain consent before using it.
Balancing Ethical Considerations with Performance: There can be a trade-off between incorporating strict ethical considerations and achieving optimal performance in ML systems. For instance, fine-tuning models to minimize biases may lead to a decrease in accuracy. Striking the right balance between fairness, accuracy, and utility is a complex challenge. It requires continuous research, experimentation, and optimization techniques to ensure that ethical considerations are not compromised while maintaining system performance.
​
Conclusion
​
The field of ML ethics and compliance is relatively new, and regulations are continuously evolving. Staying up-to-date with changing legal and regulatory frameworks can be challenging for organizations developing ML systems. In addition, compliance requirements differ across industries and jurisdictions, making it necessary to have dedicated teams and processes to monitor and adapt to new regulations.
​
So, machine learning systems' ethical considerations and compliance requirements are complex and challenging. However, hiring an AI consulting company can overcome these challenges effectively.
​
Experts from Zfort Group can provide expertise in ethical frameworks, identify and mitigate biases, ensure compliance with regulations, address privacy and data protection concerns, conduct ethical audits and assessments, offer training and education, and provide continuous monitoring and adaptation. By leveraging Zfort Group's services, you can navigate the complexities of ethical decision-making, comply with regulations, and develop responsible machine learning systems.
​
Zfort Group! At your service!
​
Original source: https://www.zfort.com/blog/ML-Ethics-and-Compliance
​
​
​