Problem: Write an article based on this summary: Shake off excess water and gently towel dry. Try soaking a piece of jewelry in maple wood chips. Polish the stone when it's completely dry.

Answer: After rinsing, shake or blow off any excess water. Use a dry microfiber towel or other soft, lint-free cloth to dry the piece completely. Avoid harsh cloths or rags, and don't press too hard as you hand dry your piece. Drying a ring or necklace in maple wood chips will prevent liquid stains on its metal setting. Cover the piece in a bed of dry maple wood chips, then blow them away once the piece is completely dry. This drying method works best for jewelry pieces with large stones. Once your piece is completely dry, you can polish it with a store-bought jewelry polishing cloth. Alternatively, you can dab a bit of canola oil on a lint-free cloth and rub the stone with it. Let the oil sit for five to ten minutes, then wipe it off with a clean, dry cloth. Alternatively, you can wax your jade piece using white candle wax as they are done traditionally. Waxing prevents body oil,dirt and grime from entering the porous surface. Using canola oil would allow dirt to stick to the surface easier and will require frequent cleaning.

Problem: Write an article based on this summary: Find a y-shaped stick. Heat a dozen metal bottle caps. Flatten the caps. Punch a hole into the center of each cap. Thread the caps onto a wire. Wrap the wire around the arms of the stick. Play the tambourine.

Answer: The stick must be y-shaped, with a distinguishable forked top and a single lower branch that can act as a handle. Make sure that the stick is very sturdy. Use a hardwood branch, if possible. To make the instrument more colorful, you can decorate it with paint, feathers, beads, or other embellishments. Make sure that none of these decorations hang off from the top forked section of the stick, though. {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/4\/46\/Make-Musical-Instruments-with-Recycled-Materials-Step-14Bullet2.jpg\/v4-459px-Make-Musical-Instruments-with-Recycled-Materials-Step-14Bullet2.jpg","bigUrl":"\/images\/thumb\/4\/46\/Make-Musical-Instruments-with-Recycled-Materials-Step-14Bullet2.jpg\/aid5045432-v4-728px-Make-Musical-Instruments-with-Recycled-Materials-Step-14Bullet2.jpg","smallWidth":460,"smallHeight":334,"bigWidth":"728","bigHeight":"529","licensing":"<div class="mw-parser-output"><p>License: <a rel="nofollow" class="external text" href="https:\/\/creativecommons.org\/licenses\/by-nc-sa\/3.0\/">Creative Commons<\/a><br>
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<\/p><\/div>"} Remove the rubber liners from the inside of each cap, then heat the caps on a hot outdoor grill for about five minutes. This step should be done by an adult. Do not touch the metal caps as they heat up. Only touch them using tongs. This step is technically optional, but following it will improve the final sound of the instrument. After the metal caps cool to the touch, use a hammer to flatten them out as much as possible. Mainly, you'll need to focus on flattening the raised, bumpy ridge around the outside of the cap. Work carefully to avoid striking your fingers. You may need to perform this step with adult supervision, as well. Place a nail in the center of each flattened cap. Use a hammer to gently poke the tip of the nail through the metal, creating a hole. Remove the nail after creating each hole. Work with an adult during this step to minimize the risk of injury. Slide a sturdy piece of metal wire through each hole until all of the caps are lined up. The wire should be a little longer than the distance in between the widest part of the forked portion of the stick. Wrap one end of your threaded wire around one of the forked arms of the stick. Wrap the other end of the wire around the other arm. The wire should be wrapped around the top of the fork, or around the widest portion (if that portion differs from the top). Grab the tambourine by its handle portion and give it a good shake. The bottle caps should clang together, producing a musical sound.

Problem: Write an article based on this summary: Create and run machine learning experiments. Build and implement machine learning systems. Ensure the data pipelines run smoothly. Participate in educational programs to earn promotions.

Answer:
As a machine learning engineer, you'll be tasked with solving specific problems using your employer's internal data. To do this, you'll need to come up with and test out various experimental algorithms that yield results relevant to the task at hand. Once you come up with a good algorithm, you'll have to create a machine learning system that can run it automatically. Depending on the task at hand, your algorithm may operate on its own or it may interact with the organization's existing digital systems. In addition to the more creative aspects of machine learning, you'll have to manage the infrastructure that makes your engineering operations possible. It will be your job to ensure that data gets from 1 point to another without running into any trouble. Once you've established yourself with a company, you may reach a pay ceiling based on your current education level. To gain additional raises and promotions, you may have to get a machine learning certification, earn a degree, or participate in specialty courses. Some companies will fund your additional education, though others will require you to pay out of pocket for it.