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You Should Know:
1. Google to Generative AI
- URL: Google to Generative AI
- Practice Code:
import tensorflow as tf from tensorflow.keras.models import Sequential from tensorflow.keras.layers import Dense</li> </ul> <h1>Simple Generative Model</h1> model = Sequential([ Dense(128, activation='relu', input_shape=(100,)), Dense(256, activation='relu'), Dense(784, activation='sigmoid') ]) model.compile(optimizer='adam', loss='binary_crossentropy') print(model.summary())
2. Google Prompting Engineering
- URL: Google Prompting Engineering
- Practice Command:
</li> </ul> <h1>Example of using OpenAI's GPT-3 for prompt engineering</h1> openai api completions.create -m "text-davinci-003" -p "Translate the following English text to French: 'Hello, how are you?'"
3. Google AI Essentials
- URL: Google AI Essentials
- Practice Code:
</li> </ul> <h1>Basic AI Essentials: Linear Regression</h1> from sklearn.linear_model import LinearRegression import numpy as np X = np.array([[1], [2], [3], [4], [5]]) y = np.array([1, 3, 2, 3, 5]) model = LinearRegression() model.fit(X, y) print(model.predict([[6]]))
4. Google Crash Course on Python
- URL: Google Crash Course on Python
- Practice Code:
</li> </ul> <h1>Python Basics: List Comprehension</h1> squares = [x2 for x in range(10)] print(squares)
5. IBM AI Developer
- URL: IBM AI Developer
- Practice Command:
</li> </ul> <h1>IBM Watson AI Example</h1> curl -X POST -u "apikey:{your_api_key}" --header "Content-Type: audio/wav" --data-binary @{your_audio_file}.wav "{your_service_url}/v1/recognize"6. AI for Everyone – DeepLearning AI
- URL: AI for Everyone – DeepLearning AI
- Practice Code:
</li> </ul> <h1>AI for Everyone: Basic Neural Network</h1> from keras.models import Sequential from keras.layers import Dense model = Sequential() model.add(Dense(10, input_dim=8, activation='relu')) model.add(Dense(1, activation='sigmoid')) model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy']) print(model.summary())
7. Generative AI Automation
- URL: Generative AI Automation
- Practice Code:
</li> </ul> <h1>Generative AI: Text Generation with GPT-2</h1> from transformers import GPT2LMHeadModel, GPT2Tokenizer tokenizer = GPT2Tokenizer.from_pretrained('gpt2') model = GPT2LMHeadModel.from_pretrained('gpt2') input_text = "Once upon a time" input_ids = tokenizer.encode(input_text, return_tensors='pt') output = model.generate(input_ids, max_length=50) print(tokenizer.decode(output[0], skip_special_tokens=True))- Building with Large Language Models by DeepLearning AI
– URL: Building with Large Language Models by DeepLearning AI
– Practice Code:<h1>Fine-tuning a Large Language Model</h1> from transformers import TFAutoModelForCausalLM, AutoTokenizer model = TFAutoModelForCausalLM.from_pretrained('gpt2') tokenizer = AutoTokenizer.from_pretrained('gpt2') inputs = tokenizer("Hello, how are you?", return_tensors='tf') outputs = model(inputs) print(outputs)9. Prompt Engineering Basics by IBM
- URL: Prompt Engineering Basics by IBM
- Practice Command:
</li> </ul> <h1>IBM Watson Assistant Prompt Engineering</h1> curl -X POST -u "apikey:{your_api_key}" --header "Content-Type: application/json" --data '{"input": {"text": "Hello"}}' "{your_service_url}/v1/workspaces/{your_workspace_id}/message?version=2021-06-14"10. Get Started with Python by Google
- URL: Get Started with Python by Google
- Practice Code:
</li> </ul> <h1>Python Basics: Functions</h1> def greet(name): return f"Hello, {name}!" print(greet("Alice"))11. Google Cybersecurity Professional Certificate
- URL: Google Cybersecurity Professional Certificate
- Practice Command:
</li> </ul> <h1>Basic Linux Security Command</h1> sudo apt-get install ufw sudo ufw enable sudo ufw status verbose
12. to SQL
- URL: to SQL
- Practice Command:
-- Basic SQL Query SELECT * FROM employees WHERE department = 'IT';
What Undercode Say:
The future of AI and cybersecurity is rapidly evolving, and staying ahead requires continuous learning and practice. The courses listed above provide a solid foundation in AI, machine learning, and cybersecurity. By practicing the provided codes and commands, you can gain hands-on experience that will be invaluable in your career. Whether you’re just starting or looking to deepen your expertise, these resources are essential for anyone in the tech industry.
References:
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