To be able to work with wood and make some of these projects I bought a few tools, started simple and added as I could or needed. Amazon Prime Days are a good way to get them cheaper. I will share some of the tools and some links where you can find them.
Table of Contents
ToggleDrill (Bosch Home and Garden Cordless Combi Drill PSB 1800 LI-2)

One of the basic tools you need to drill some holes, and stuff around the house or simply screw some screw. I got a good deal and Bosch was always a brand that inspired me with confidence.
I got this one from Amazon and super happy until now. Used it a lot with some of the projects, for example the Exercise Bench.
Accessories:
Bosch 70-Pieces X-Line Titanium Drill Bit Set
8 PCS Countersink Drill Bit Set
Magnetic Double Ended Screwdriver Bits
Angle Grinder (Bosch Home and Garden Small Angle Grinder Universal Grind 750-115)

Again, I got one from Bosch, I am not sponsored or anything by them but I like their tools and they are durable.
I have this one and has been working great for cutting metal, PVC, sanding, brushing, etc..
Accessories:
Bosch Professional Cutting Disc
Jigsaw (Bosch Home and Garden Jigsaw PST 700 E)

This is not a tool that I use a lot lately, mainly for small cuts or when I need something not straight. Another Bosch tools as you will see a few here like that.
This is the one I have at the moment.
Sander (Bosch Home and Garden Random Orbit Sander PEX 220 A)

One of the tools that you will definitely need if you are doing woodworking, you can use the angle grinder for some of the work, but if you need something softer and consistent, then you will need a sander. I got this one from Bosch and it has been doing the job, maybe in the future if I start doing a lot more then I will get an upgrade.
Accessories:
Hand Planner (Bosch Home and Garden Electric Planer PHO 1500)

The hand planner I have used a few times and is really good when you need to work with some rough wood. I have this one from Bosch.
Circular Saw (Bosch Circular Saw PKS 55)

A Circular Saw is probably one of the first tools you will need when working with wood, I have this one from Bosch and has been working great, you might want to get another blade for some fine cuts or if you can afford, a table saw will be an amazing addition.
There are some ways of turning a Circular Saw into a table saw by doing some diy.
Accessories:
Router (Bosch Home and Garden router POF 1200 AE)

Some people will never need this tool, in my case, I use it a lot and also learned so much using it. Drawing in wood, making nice corners, writing letters, smooth surfaces and much more. One of the things I did was preparing mine to use as a router table as well, and wow, it does wonders.
This is the one I have.
Accessories:
Heat Gun (Bosch Home and Garden Heat Gun EasyHeat 500)

Multi-Tool (Bosch Home and Garden Multi-Tool PMF 220 CE Set)

Dremel (Rotary Tool Kit, GOXAWEE 130W Multi-Functional Mini Grinder Set)

Hoover (Einhell TC-VC 1820 S)

Table Saw (Einhell 4340490 Bench-type Circular Saw TC-TS 2025/2 U)

This Table Saw is ok for the price, needs some adjustments but until you get really pro with woodworking, does the job.
I will be adding more tools and accessories here. If you have any questions or want to know more about any of these tools, please send me a message and I will try to help the best I can.
If you use the links provided won’t have any extra cost for you and will help me to keep adding more posts and videos to help other people as well.